SCIENCE AND INFORMATION THEORY [PDF]

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SCIENCE AND INFORMATION THEORY LEON BRILLOUIN Adjunct Professor of Physics, Columbia Universit~", 4\1.ember of the National Academy of Sciences

ACADEMIC PRESS INC• PUBLISHERS • NEW YORK 1956

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171 171 172 176 179 183

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154

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187

187 189 192 193 196

200 200 202 205 210

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nPHJJO>KeHHe

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11 • • • • • • . • • • • • • . • . . . • . . • . . • • 240

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15. Ha6JllO,ll.eHHe H HH4JOpM3U,HH • • • . • • • . . . .

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264

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299 299 301 303 306

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6. CoorHollleHUA Heoripe.lleneHHOCTH B 9KCnepuMeHrax c MHKpoCKo rIOM • • • • . .. • • • • • • • • • • • • • • • • • • • • . • • • • 310 7. VisMepeeue HMrIYJibCa . • • • • • • . • • • • • • • • • • • . . . • 314 8. Heonpe.neneHHOCTb B H3MepeHuu rrom1. • • • • • • • • • • .. • 317

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319 319 320 322 324 328

331 7. Bu.noH3MeHeHH3R cpopMyna r9fi6opa H poJJb 6ueeutt. • . • • 334 MOM • • • • • • • • • • • • • • • • • • • • • • • • • • • • • • • • •

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a B a 18. nucbMOt oeqaTb H lfTeHHe .................. . 1. nepe.naqa HHCpopMallHH: >KHB3.R HHcpOpM.3UHR ••••••. 2. Tipo6neMa qreHHR H IlHCbMa • • • • • • • • • . • • • • .• 3. Meprsaa umpopMauun H KaK ee o:m:HBHTb •••••• . • 4. nucbMO H neqarb • • • . • • • • • . . • • • • • • • • • • 5. 06cym.nee11e crieunanbHoro npHMepa ••••.••••• . . 6. Honaa uHcpopMaUHR H H36blrOqHoCrb .•••••••••.

337 337 338 339 342 343

a B a 19. npooJleMa BblllHCJieHHSI • • • . • • • • • • • . . . . . . I. 8b111HcnurenhHble MalllHHbl . . • • • . • • • • • • • . • . . . • . 2. BhlqucnurcnbHaR MaIUHHa KaK MareMarHqeCKHtt 9JieMeHT. • • 3. 8bJqffCJIHTeJlbHaH M3lllHH3 KaK 9JieMeHT CXeMbl: OTC4HTblB3HHe H BOCCTaHOBJICHHe • • • • • • • . • • • • • • • .. • • • " • • 4• BblqHcneene no orcqera!\t B MO'.\IeHr t • . • • • • • • • • • .. • 5. Koscpcpuuueer rrepe.n.a11u BbltfHCnurenhuott MawHHbl • • • • • 6. CxeMhl, co.nepmamne BblllHCJ1ure.'lbHYIO Mawney; npo6.1eMa ycroA:qHBOCTH . . • • . . • • • . • . . • • • • • • • . . . . •. . •

346 346 349

344

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360

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7. 06cym.neuHe ycrottttusocrH nporpaMMbl ••. . . . .. 8. HecKo.1bKO upHMepoe • • • • • • • • . • • . . . • . . . . . •

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npeJtMeTHhlt\' yKa3aTe.Jib

• • . • • • • • • • , • • • • • • .• , • . • • • • 390

H3

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3a nocne,UHHe rO,Ubl HapOJlHJI3Cb nosast HayqHaSI reopHSI reopust Hnc}lopMaueu. Ona neMeJI.neuHo npHsneKna 6oJI&moA liHTepec H OblCTpO pacnpocTpaHHJiaCb. 9Ta HOBaSI reopHH BOSHHKJia nepeonaqaJibHO e peaynbrare npaKruqecKoro u YTHRurapnoro OOCYiKJlenHSI HeKOTOpHX OCnOBnHX npooneM: KaKHM oopa30M B03MOiKHO onpe,neJIHTb KOJIHlleCTBO HucpopMaUHH, COJI.epiKau1eACSI B nepeJlaeaeMOM cooomeHHH HJIH renerpaMMe? KaK aaMe· pHTb KOJIHqeCTBO HncpopMaUHH, cooomaeMott npe I10MOIUH TeJierpacpHblX curnanoe? KaK cpaanHTb 9TH JI.Be seJIHIIHHhl 1) H oueHuTb 9cpcJ:>eKTHBHOCTb KOJJ.HPYIOIUHX -ycrpoAcrs? Bee 9TH eonpocH H Mnorue Jlpyrue IlO,ll,OOHble 3300THT unnOpMaUHH, HeOOXO.llBMOe )lJIH perneHHH OOeHX 3aJ.Iaq, paBHO CyMMe pa3J.IeJibHhlX HHcpOpMaUHti 111 H /Fl·

2. CncTeMbl ennnuu qeM HJ.ITH Jlanee, HYiKHO oocy,UBTb BOnpoc 0 eiJu1uiqax. B TeopHH HHcpopMaUHH npHHHTO paccMaTpHBaTb HHcpop .. )f3UHIO /, KaK 6espa3MepHyIO BeJIBQHHY (OTBJieQeHHOe QHCJIO), a cTano 6h1Tb, nocTOHHHaH K ecTh orBJieqeHHOe QHCJio. HaH6onee YJ.I06HaH CHCTeMa ocHOBaHa Ha J.IBOHtJHhlX eJ.IHHHuax (binary digits, COKparueHHO bits). DOHCHHM 9TO Ha npHMepe. PaccMorpHM sa.llaqy c n paaJIBQHbIMH HeaaBHCHMhlMH Bhioo .. paMH, Ka)l(JlblA H3 KOTOpbIX CBOJlHTCH K J.IBOH4HOfi anbrepHaTHBe: O BJJH 1. Ooruee q11cJio aosMO}KHOcrefi llpeiKJ.Ie

P=2n, ll H3 (

1. J)

nonyqaeM HHcpOpMauHIO

I= K1n P= Kn Jn 2. Mhl iKenaeM OTOiKJJ.ecrBHTh H 6epeM:

I

H

n

(qHCJIO J.IBOHtJHhlX e.llBHHU)

( 1.3a) TaKHM

o6pasoM, HHcpOpMauHH

I

B llHOHQHblX

I= log'l P.

e.llHHHuax

paena

(l.3b)

:! I

CHCTBMht B,llHHHU

21

B

Kattecrse npuMepa paccMOTpHM KOno.u.y HS 32 paanHllH&Jx Ka pr, 113 KOTOpbIX JJ.OJiiKHa OhITh Bh16paua o.u.ua. Ha ocuosaHHH ( 1.3b) Mhl CKaiKeM, ttTo I= 5 .n.souttuhlx e.u.uuuu, TaK KaK 32 2is. Ho B03hMeM reneph 11ee KOJIOJlhJ, no 32 KapThI B KaJK110A. EcnH Mhl Bh16epeM .u.ae KapThI, no 011uoA 113 KaJKnoA l{OJIO.U.hl, TO iKeJiaTeJihHO, tfT06hl Mhl Mor JIH CK338Tb, •110 HHQJOP· MaUIHI npH 9TOM B,U.BOe 60JihIIJe. 06mee '-IHCJIO B03MOiKHOCTe~ paeuo

=

r JJ.e H, CJie)lOBateJJbHO,

P= 210. Yis ( L 1) uaxo,u.HM:

I= KlnP= Kin (P 1P 2)= KlnP 1 +K1nP2

a

H, raKHM o6pa30M, I= 1 JJ.BOH'-IHhtX e.llHHHU. YiTaK, norapMcpMMllecKoe onpe.u.eneuHe nucpopMaUHH npe11cTaensieTCS1 pasyMHhIM. Jlpyrast CHCTeMa e,u.HHHU MOiKeT 6h1Tb BBe,llena, eCJIH Mbl cpaBHHM unif:Jop.MafittlO c TepMo.u.11uaMHllecKott aHmponuea 11 6y.u.eM l13MepSITh o6e BeJIHlll1Hhl B O.U.HHX H Tex JKe e,U.MHHU3X. 3uTpOTIMSI (CM. rnasy 9) HMeeT pa3MepHOCTb 9ueprMH, )leJieHHOA Ha TeMnepa Typy. J].JISI 9HTp0nHH MMeeTCH cpopMy Jia DOJlhll,MaHa, oqeuh cxo.u.uasi c ( 1.1) u co.u.epiKautasi K09cpcpttuueuT

k

=

1,38. 10-16 apz/zpaiJyc.

3Ta

(1.4)

KOHCT8HTa H3BeCTHa KaK DOCTOSIHHaSI BOJihUMaua (CM. (9.15) ). Ecnri Mhl aae.u.eM 9TY nocTosiuuy10 k BMecro K B (1.1 ), TO Mhl 6yJleM H3Meps:tTh HHQJOpMBUHIO 8 e,U.HHHuax 3HTponMH. Mhl MoiKeM c.n.enaTh em.e OJJ.HH war H Bhlopa Th eJJ.MHHUhl TaK, llT06hl KaK 9HTpOrIHSI, TaK H MHcpopMaUHSI 6hIJIH 6eapa3Mep· HhlMH BeJIMllHHaMH H npencTaBJISIJIMCh OTBJielleHHhIMH llHCJJaM11 1) • .IlnSI aToro nyJKuo usMeps:tTb TeMnepaTypy B e1111u11uax sueprHH. Oohllluas:t cTorpa11ycuaS1 wKana npHMeHHMa, ecnM k HMeeT llHC· neuuoe aHalleutte (1.4) H paccMaTpHaaeTCH KaK oTaneqeuuoe tlHCJIO. IlpH 9TOM OTHOIIJeHHe e11HHMU uaIIJHX llBYX CMCTeM T3KiKe 1

)

D. E. B e I I, J. Appl. Phys. 23, 372 ( 1952).

22

onPE~EnEHHE

[ r n. 1

HH~OPMAUHH

ecTb oTeneqeuuoe QHcno, paouoe k

K = k ln 2 ~ 10-· 16•

(1.4a)

3To QHCneHuoe suaraeu0e Hrpaer aa.1.Kuy10 ponh ao acex npwMeHeHHSIX reopHH.

3. Oooom.eene e npeMepb1 Onpe.ueneHHe MepbI HHcpopMaUHH MOJKeT OhITh pacnpocTpaneHo Ha cnyqatt, KOf .LJ.8 B HaqaJJbHOA CBTyauHH HMeeTCSI Po 803MOiKHbIX HCXO.LJ.OB, a B KOHelIHOii CHTyauHH - Pi HCXO.UOB: e Haqane: / 0 0 npH P 0 paeuosepoSJTHbIX HCXo~ax, e Kouue; I:/:; _O np0 P 1 paBHoeepOSITHhIX HCXO)lax. B 9TOM cnyqae P.

=

/ 1 =K1n

P: =K1nP -KlnP 0

(1.5)

1•

=

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I= Kln Na= KO In N.

Mhl Mo>KeM Bhlpa3HTb ( 1.6) a .LJ.BOHlIHblX I=

(1.6)

e~wuwuax:

a log2 N,

(1. 7)

TaK KaK

(log2 N) (In 2) =Jn N TaK, eCJIH

1.V = 2, Mbl I= a

oy .LJ.eM

"

1 K= In 2 ·

HMeTb 20 pa3JIHlJHbIX HCXO.UOB li

~BOHQHbIX e.LJ.BHHU HHcpOpMaUHB.

( 1.8)

JierKO noKa3aTh, QTO Mbl nonyQHM TO >Ke KOJIHQeCTBO HH· cpopMaui-u1, ecJIB H3MeHHM ocuoeaHHe N H cooTBeTCTBeHHO lIHCJIO uwcpp. IlycTh, uanpHMep, BhIOpauo ocuoaaune N' = 8. Tor .LJ.a .UJJSJ aanHCH paccMa1p0eaeMoro QHCJia noTpeoyeTCSJ ecero O' = 0/3 uwcpp, H

=

I =0' log2 N' qTO cornacyercH c (1.8).

=

~

· 3 =0,

( 1.9)

41

HH~OPMAUHH

H

PaccMorpHM .uecH'fHqHoe qHcno HS

N= 10

23

AJI~ABHT

0 10

uHcpp:

/=010 log9 10=0 1o3,32

H

3,32 .ua. e.u. B 3,32 pasa

(l.10)

,n:B. e.u:.

OJI.Ha .u:ecHTHqHaH uwcppa .uaeT

HHcpopMauHw; .u:eoHq ..

HaH

60JibWe

38ITHCb

llHCJia

Tpe6yeT

UHcpp,

lleM

4. Hnct>opManHH H anct>aeHT DOJiblllaB qaCTb HCOOJib3YeMott HaMu HHcpOpMauwu coo6maeTCSI rrocpe.ucTBOM H3b1Ka. HBJIHIOTCH B

B

OCHOBHhie

seyKH

(Ha3hlBaeMble

peqH

CJIOBa

COCTaBJieHbl

OHChMeHHOlt

ITHChMeHHOe

npe.UJIOiKeHHe

UMH, co.u:epiKarn.ettCH B .uaqa

ycTHOtt pellH 9JieMeHTapHbIMH CHMeonaMH llaCTO li3

H TlO.UCllHTaeM KOJIHqeCTBO HHcpOpMa-

9TOM

8Ta

rrpe.U:JIOiKeHMH.

HMeeT

YBH.U:MM,

HeHSBeCTHO 0

OOJIHOe H CTporoe M3-3a

a

6yKB. PaCCMOTpHM

6011bUIOe .npaKTHlleCKOe 3Haqeuwe; .u:po6Ho oocy>KJleHa 1\. llieHHOHOM 1) H MHOrHMH Mbl

cpoHeMaMH),

pemeHHe

OTCYTCTBHH ITOJIHblX

CJIO>KHa51

OHa

OhIJia

.upyrHMH.

3al(aqu

JlO

sarroKaK

CHX

nop

craTHCTHqeCKHX .u:aHHblX

SlShlKe.

MbI

MO>KeM

HeOOXO.U:HMO ancpaBHT

paccMaTpHBaTb

t5yKBbl

KaK

CHMBOJibl, KOTOpble

BblOHpaTb .U:JIH ITOCTpOeHHH npe.uJIO>KeHHSI.

co.u:epiKHT

27

CHMBOJIOB:

MeiK.uy cnoeaMH. EcnH 9TH

27

26

IlOJIHblit

6yKB ITJllOC npoMeiKyTOK

CHMBOJIOB paeHOBepoHTHbI anpMop11,

TO Mbl MO)KeM CKa3aTh, qTO HHcpopMau11H, co.u:ep>Kaw.aHCH B npe.uJIO>KeHHH HS

Q tJyKB, COCTaBJIHeT:

I= a logg 27

i= 9TO

logg

27 == 4, 76

COOTBeTCTByeT

0.u:HaKO

nonyqeHHOe

rrpHMOMy TaKHM

(1.11)

.UB. e.u:.

.U:B. e.LJ.. Ha oyKBy. npHMeHeHHIO

rpopMyJihl

(

1. 7).

o6pa301\f pemeHHe Hey .U:OBJieTBOpH-

TeJibHO, TaK KaK pasJIHqHhie 6yKBbl BCTpeqa!OTCH B HSbIKe c He· OJlHHaKOBbIMM anpwopHbIMH BepOHTHOCT51MH ( TaO.lJHUa IlycT&

. . . , 27), 1

p1 KaK

arrpwopHaH BepostTHOCTb yKasaHo

e

Taonwue

1.1.

j-tt

t5yKBhI

Cpe,n:HHH

1.1 ). (j 1, 2, ...

=

MHcpopMaUH51

C. E. Sh an non, \V. \Ve aver, The l\lathematicaJ Theory of Communication, U. of IHinois Press, Urbana, 111. , H) 19. )

24

frn.

ODPB.llBnBHRB HH+OPMAUMM

Tat5nMua

l

1.1

BepoHTHOCTL noueJ1eeus p H seaqeeHR-log 10 p JI.JIB 6yKB aer JIHACKOfO RSblKa

CHMBOJI

BepO.HTHOCTb

p

-

logto

Ii

P

CHMBOJI

I I

IlpoMemyroK E

T

0 A

N I

R

s

H D

0,2 0,105 0,072 0,0654 0,063 0,059 0,055 0,054 0,052 0,047 0,035

0,699 0,979 1,143 1,184 1,2 1,23 1,26 1,27 1,28 I 33 ' I,46

BeposrTHOCTb

l

I

c

FU M

p YW

a B

v

K

x

JQZ

I I

p

- log10 p

0,029 0023 ' 0,0225 0,021 0,0175 0,012 0,011 0,0105 0,008 0,003 0,002 0,001

1,54 1,64 lt65 1,68 1,76 1,92 1,96 1,98 2,1 2,52 2,7 3,0

Ha O.llHY 6yKoy, cornaCHO llieHHOHy, aanHrneTCSI KaK 1=~1

i=-K _!.Pi lnp1.

( 1.12)

j=l

Oocy .llMM npMMeHMMOCTh 9TOJ1 cpopMynbl.

5.

He4JopMaU.HB, COllep)f(aU(aBCB B COBOKyDHOCTH CHMBOJIOB c pa3nHqHMMH anpHOpHYMR eepOHTHOCTHMH npe.llnOJIO)f{MM, QTO

M

Mbl npMMeHHeM

pa3JIMqHbIX CHMBOJIOB

1, 2, ... , j, . .. , M, KOTOpble MMeIOT anp11opHble Ph p2, ... , pj, ... , PM cooTBeTCTBeHHO. H11KaK11x

oepoHTHOCTH

.D.pyrMx ycno.. BH" 11n11 orpaHnqeHMlt OTHOCMTeJibHO npMMeHeHHH 9TMX CHMBOJIOB He HaKJia.llhlBaeTcst.

(1.12),

Mbt )f{enaeM BbieecTn meHHOHOBO paaeHCTBO

COr JiaCHO KOTOpOMY DOCJie.llOBaTeJILHOCTh M3

0

CHMBOnOB

co.uep>KMT HHcpOpMaUMIO i=M

l=Oi=-GK

2:p

1 lnpJ,

i=l

(1.13)

HllOPMAlUHl C PA3HhlMM AilPHOPHbIMM

BBPOHTHOCT~MH

r~e i--cpe.llHHH HHcpOpMaUHff Ha CMMBOJI M

i=M

!

Pj= 1.

j=I

HaqHeM c npocTott sa.n:allM, KOtopy10 sareM nerKo 0606IllMTh. PaccMOTpHM ancpaBHT H3 llBYX «6yKB» - roqKM H rMpe, KaK B TeJierpacpHM, HJIM 0 M 1. PaCCMOTPHM IlOSHIJ,Mtt (cells HqeeK), H nycrh N 0 noa1111.wit co.n:epiKaT 0, a N1 CO.llep>Kar 1, T8K qTO No+ N. TaKHM o6pa30M, BCe Il03HUMM aanoJJHeHhl. Tor .u.a BepoHTHOCTh nosMuHM, CO.llep>Kamelt 0, 6y .n:er

a

=a.

No

Po=a, H aepOSITHOCTL roro, QTO 003MUHSI CO.llepiKMT

( 1.14) 1,

ecTL

Ni

Pi=a,

( 1.15)

Po+P1=l,

(1.16)

npMQeM

T8K KaK BepOHTHOCTb Toro, lJTO B HeKOTOpoit fl03MUMM co.u.ep· iKHTCH JlHOO 0, JIMOO 1, paBHa e.n:MHMUe. Tenepb Hait.n:eM lJHCJIO cnoco60B sanOJIHeHMSI Ka:tK.n:ott M3 Il09MII.Mit JIM60 0, JlHOO 1 (HO HHKOHM o6pa30M He o6oMMH CHMBOJiaMH OllHOBpeMeHHO). 9ra san.aqa B TOQHOCTH Ta iKe, QTO B CTaTMCTHKe epMH. YHCJIO cnoco6oB sanOJIHeHMff Il03MU1Ifi paoHo qMcny cnocoooa sanonHeHHSI N 0 nosMuMtt HYJIHMH, TaK KaK, ecnw Mbl y}f\e pacnpe.n:enHJIM N 0 Hynefi, ro ocran&Hhle Ni nosHuwtt .u.on>KHbl co.n:ep:tKaTL no e.n:MHMue Ka>KJJ.aH. Ho QMCJIO cnoco6oB sanonHeHMff N 0 noaHUMit HYJIHMM pasHo llMCJiy nepecraHoaoK (c DOBTOpSIIOlll.HMHCSI 9JieMeHTaMH) H3 no No:

a

a

a

QI P= Nol Nil.

(1.17)

3TO eCTb QMCJIO C0061UeHMit H3 Q CMMBOJIOB .U.BYXOYKBeHHOrO ancpaswra, OII.MH M3 KorophtX BCrpeqaercH N 0 paa, a .llpyrott Ni pas. llnH OllHOro MS raKMX coo6meHHit cor nacHo ( 1.1) HHcpopMauMH paaHa

I =Kln P=K(ln O! - In N 0!-1n N 1!).

(L18)

26

OJIPE,ll,EJIBHHE IUl4>0PMAUlUI

a,

ECJIH coo6m.eliHe .nnHHHO H No H Ni .nocTaTOlfHO BenHKH, To norapwMhl cpaKTOpHaJIOB MoryT OhITb BhlpaiKeHhl np116JIHiKeHno Ha ocHosaHHH cpopMy nbt CTupnuHra:

In Q! ~ Q (ln Q- 1). 3ra cpopMyna HHe ,nJISl Q

Jl&eT,

> 100.

l ~ K [0 (In Q -

(1.19)

KaK nseeCTHO, oqeHb xopowee np1101n1)Kel1TaK, ecnH 1, No> 1 H Ni> 1, TO

a>

1) - N 0 (ln N 0 -

1) - Ni (In N 1 -

1) ] ,

(1.20) CHOBa npHMeHSH1 B BHJI.e

I

paBeHCTBO

va ( -No ,a

~--n'

a= No+ N., InNo -

a

nepenurneM ( 1.20)

+ -NiaJ nNia· -)

(L21)

IlO.U:CT3BRS1SI ( 1.14) H ( 1.J 5) H ,nenst Ha Q, nonyqaeM;

i=

~ ~ -K (Po 1npo+ p 1 1npi),

(1.22)

r .Lte i - HHopMaUHSl Ha CHMBOn coo6rueHHSl. 3To H eCTb cpo pMyJia llleHHOHa JI.JIH cJiy1.1aH Jl.Byx CHMBOJIOB. 3aMeTHM, qTo p 0 11 p 1 MeHhUie e.LI.HHHUhl, HX JIOr~pHcpMbI 01p11uaTeJihHhI, a noTOMY cpopMyna ( 1.22) .naeT rronoiKHTenhHOe sHaQeHHe .LtnH i. 06oomeHHe Ha cJiyqafi't 6oJiee lfeM .n.eyx CHMBOJIOB noJiy .. 4aeTCSI nerKo. 06osHaq11M qepes Ni, N 9, ••• , Ni, . .. , NM llHCJia CHMBOROB M pa3JJHqHbIX THfIOB H Bbl6epeM QHCJIO ll03HUHJI

(1.23)

Onpe,ll.eJIHM eepoHTHOCTh

j-ro

CHMBOJia

( 1.24)

5]

27

HHonee OJ.I.HOto CHMBOJia), cocTaBJISJeT:

QI

( 1.26)

P= }= - .M

II NJ' j=I

cI>opMyna (1.26) stBJISieTCH npHMblM ot5o()meHHeM (1.17). Mbl no· ny11aeM .n:nsi 11HcpopMau11H, co.u.epiKameltcsi e OJ.l.HOM HS cooc>meuutt: J=M

l=KlnP=K[ln(O!)-

!

ln(Ni!)]~

j -I

j=M

~·K(OJnO.

!

NilnN1).

(1.27)

j~I

PaBeHCTBa B 9TOM BbipaiKeHHH COOTBeTCTBYIOT (1.18), ( 1.19) H ( 1.20), noJiaraSJ no ... npeiKHeMy, qTQ H Ni .lJ.OCTaTO'-IHO Be# JIHKH, TaK qTo npnMeHHMa KHYIO ceo6oLty BhI60pa, BeLteT K yMeH&WeHHIO HH$OpMaUHH. PaccMOTpHM c11cteMy, npe.n.cTaBJISJIOlll.YIO P pas11HQH&1x B03· MO)KHOCTeti, KOr)la BCe nepeMeHHble CBOt.50.llHhl. Kor .ua Mhl HaJiarae:u Ha nepeMeHH&Ie orpaH11qeH1111, yMeH&ma10m0e ceooo.n.y BhI· OOpa, 3TH ycJJOBHH HCKJIIOqaIOT HeKOTOpbie HS paHee cymeCTBO• easlllHX B03MOmHocreti. Hoeoe q11c.r10 BOSMO>KHOCtett P' c orpan11qeHHHMH JlOJl)KHO 6h1Tb, oqeBH.UHO, MeHbWe, lleM nepBOHaqaJibHOe P, H D09TOMY Mbl .D.0Jl)l(Hbl IlOJiyqHTb HOBOe SHaqeHHe HHcpopMaUHH I' 6es orpaH11lleH11tt: P eosMomHocrelt, I= K Jn P; c orpaHHlfeHHHMH: P' B03MOlKHOCTett, npH p p H

< /:

i'=KlnP'

OTpHuareJibHOii UCHHOCTH HHcpopM8UHH, TO ee ecrecrseHHO 6blJIO 6bl npHDHChlB8Tb JIOlKHOA HHopMaUHH, Ha OCHOB8HHH KOTopoa tteJ10seK (HJIH 88TOM8T) MolKeT npe.nnpHHffTb JleACTBHff, Heuenecoo6pa3Hble npH J{aHHbIX .n;eAcTBHTeJibHhlX o6CTOHTeJibCTBax. 3TOH roqKH apeHH.R IIOH.flTMe o ueHuocrH HHct>opMauHH He TaK ylKe HeoC.RJaeMo. UeHHOCTb HHcpopMaUHH MOlKHO onpeJI.eJIHTb qepea npupa14eHUe 8eponmHOCmU OOCmU:JJCeHUR qeAU, .nns KoropoA co6HpaeTCR BHopMauus .. TaK, .IJ;JI.fl qenoseKa, npecneJI.yiomero npecTynHHKa H HMe1omero ue11bIO noAMaTb ero, HHopMaU.HR, flOJIJlleHH8.fl OT npoxo>KHX, 0 HanpasJieHHH, B KOTOpOM CKpb11IC.R npecryn.. UHK, 6yJI.eT HMeTb IIOJIOlKHTe.'IbHYIO ueHHOCTb (KoTopyIO MOlKHO Bblpa3HTb 'JHCJioM), ec.rzH Hanpas,'IeHHe yKa3aHo npasw~1hHo, H orp11uareJibHy10 ueHHOCTb, ec.'IH yKa3aHo nolKuoe (1-1anpuMep, nporHsononolKHoe) uaupasneHnc.

c

(llpu.M. nepee.)

rJIABA2

TIPHMEHEHHE OTIPE}lEJIEHHR H 06lllEE 06CY>KJlEHHE

1. OnpeAeJieHHH B

nepsoA r nase

6L1no

noKasaHo,

t1To

Mepa

11HcpopMan1111

KaK CTeneHH HeonpeJJ.eJieHHOCTH, cym.eCTBOBaBweA JJ.0 Toro, KaK BblOOp OblJI Cll.eJiaH, SIBJISieTCSI

TOllHOtt,

HO

orpaH11lleHHott. TaK, Hanp11Mep, qeHHocmb

na

no

HeOOXOll.HMOCTH

HHcpopMan1111 He Mor-

ObITb BKJIKlt:feHa n 9TY Mepy. DblJIO TaK>Ke TICK333HO, llTO eCJIH B03MOiKHhle BbIOOpbl HMeJIH

uepaBHble anp11opHble nepOHTHOCTH, TO 9TH

BepOSITHOCTH MoryT

paccMaTpHBaTbCSI KaK orpaHHlleHHH Harnero

BhlOOpa,

llTO BeJI,eT

B KOHeqHoM Cl.leTe K yMeHbllleHHIO KOJIHqeCTBa HHcpopMaUHH. TaK, ecn11 anp11opHb1e nepoHTHOCTH JI,JIH CHMBOJIOB ( 1),

. . . , U), • . .

paenhl

cooTneTCTBeHHo

p., p 2,

..... ,

(2), ...

p1, ..... ,

To

KOJIHlleCTBO HHcpopMaUHH Ha CHMBOJI, KaK OblJIO noKasaHO panee ( Cl\I. ( 1. 12)) , pa BH0

i=-K

2>j 1i1p1.

(2 . 1)

i 9To Bb1pameH11e OhlJIO nonyqeHo 113 cpopMy.11&1

JJ.JIH HHcflopMaUHH

Ha CHMBOJI B cnyqae, Kor .ua BhIOOp He orpaHHl.JeH: (1.~)

JJ.JIH

m

paBJIHqlfbIX paBHOBepOSITllblX

CHMBOJIOli, r ll.e Q -

l.IHCRO HCOOJlhBOBaHH~X CHMBOJIOB {M~ rnaBhl

1

Ha

m).

l1CXOJJ.SI H3

0JJ.HaKO l\tHOrHe aBTOphl, HCXOJJ.HOe

COOTHOWeHHe

nocpeJJ.CTBeHHO.

B

(2.2),

saMeHHJIH

Mbl BhlBeJIH

oto6eHHOCTH

(2.1 ),

A1

H3 KOTOporo

paaJI,ena

cpopMyny

WeHHOH,

(2.2)

OOIItee

5

(2.1).

opaJIH

sa

c ..ieJJ.yeT He·

2]

CBOiiCTBO

A

33

m

llef:4CTBMTeJibHO, TIOJIQ}l{I1M, lfTO Mbl MMeeM pa3JIHlfHhlX CHM• BOJIOB c OAMHaKon~MM aupuopHMMM BepoHTHOCTHMM. Tor4a

P1::..::. P2 = 11 H3

(2.1)

· · ·=

I

(2.3)

P1· = · · ·=Pm= -m ,

noJiy1.1aeM:

I I -ln -

i=-K ...... ~ m

m

I

=-Kln--=Klntn m m '

(2.4)

q,'leBOH

a 3TO M eCTh paBeHCTBO (2.2). PaccMOTpHM Tenepb HeKOTOpbIC CBOtiCTBa COOTHOllleHHSI

2.

CeoiicTeo

(2.1 ).

A

EcJIH Bh16op pa36HT Ha 4Ba noc.11e,U,oeaTenhHhIX BhIOopa, TO nepBOHa4aJibHaSJ 111-HpOpMaUMH oy ,UeT BblpamaTbCH BSBemeHHOf:4 cyMMof:4 ,U,syx 1.1acTH1.1Hh1x HHcpopMauwf:4. PaccMOTpHM np11Mep. BepoHTHOCTh nepexo,ll,a us T04KH 0 e T04KY A paBHa 1/2, ws 0 B R - 1/3 H 11s 0 B C - 1/6, KaK noKa3aHo cxeMaTw 1iecKH na pwc. 2.1. PaccMoTpHM, OAHaKo, ,L1,11arpaMMY pwc. 2.2. Ha 9TOM

0

8 P0c. 2.1. BepoHTHO· crn

nepexoJJ.a

TOQKH

0

B TOlJKM

B

H

c.

n3

A,

P11c. 2.2. BeposnHocrM nepe· XOJJ.a M3 TQljKH 0 B TQljKff A, B H C c npoMelKyro11ttoA TO'lKoti M MeiKJl.Y TOllKo.H 0 If T04&.aMH

B

M

c.

pwcyHKe B&16paHa npoMemyT04Ha5l TOl.fKa M TaKHM o6pa3oM, 1.1To BepOHTHOCTh nepexo)la ua 0 B M TaK>Ke paBHa 1/2. 3To 3Ha4HT, 1.1To aepoHTHOCTh nepexo4a 11s M e B 40JiiKHa OhlTb paBHa 2/3, TaK KaK nepBOHa1.1aJibHa5l Bepo~THOCTb nepexo)la IIS 0 s B paBHa I /3. AHa.11or114HO, seposiTHOCTh nepexo4a H3 M B C paena 1/3.

2 J!.

BPD "IJIIO';)H

34

2.1

0603Hal.IHM MHcpOpMaUHIO, COOTBeTCTBYIOIUYIO pHC.

I (~ , ecTh

1

[ r J1.

HPHl\IEHEHHE OnPEJI.EJJEHHH H OBIUEB OBCYiKJI.EHHB

~,

!).

llJJS1

I ( 21 , 21 ) , I

2 \,:r, I

6blrh

I) . 3

a

DoJIHafl

O)l.u11aK011a:

pnc. 2.2

1rntfiopMaUHSI )l.JJSI

HHcpopMaUHSI

JI.JJ5l

HHcpopMaUHSI

I (-} ,

JI.JJH p11c.

! ,-Ir). 1,13

1.1epe3

nyrett OA, OM

MB, MC

nyTefi

2.1

2

H

2.2

ecTb

JI.OJJ:tKHa

p11c. 2.1 11MeeM:

1 ) - - K (-~ In J_ __!_ I ( J_ 2'3'62 2 HJIH

1u.!.!)= =-

K [ ; In

P acKpbma5l

~

+ -;- · ~ In

n·~-) + ~ u·~ )]. 31_ In

(2, 6)

H rpynnttpyst, nonyqaeM:

_!_ 1 ) ii ( _I 2' 3' 6 -

+ 1 In 21- ) + -21 ( 32 In 32 + 31 ln 3I \1) = = - K (-} In ~ + ~ In -} ) + -} [- K ( ~ In ~ + } In ; ) ] = =I ( ~ , ~)+-}I (~ , -} ). (2.7) 1 1 = - K [( -~f In -~;r

IlOCJie,ll.Hee Bblpa:tKeHHe COOTBeTCTByeT pHC.

2.2,

,ll.Jlfl

poro nOJJHafl HHcpopMaUHfl JI.OJJ:tKHa paBH51ThCfl B3BerueHHOfi Me 11ucpopMau11n JI.Jlfl nyTeii

OA,

OM

11

MB, MC.

IUHti pesy Jlh TaT, flBJJfllOW.HfiCfl C.lleJI.CTBHeM Tor 0 cpopMaUHfl -

cpaKTa,

cyM-

06·

llTO HH-

JJOrapHcpMHqecKafl cpyHKUHfl.

3. CeoHcTBO

3To -

KOTO-

B

CBOHCTBO

B

Bb1pai*aeTcst HepaBeHCTBOM, KOTophlM HaM npe.n.-

CTOHT nOJih30BaThCS1 B JI.aJihHettrueM.

YTo6hl

paneHcTBo, paCCMOTpHM cpyHKUHIO

lJf

= _!p1lnq1, j

no.i1yqHTh

9TO He-

CBOU.CTBO B

3]

35

r.ue Pi - eepoffTHOCTh j-ro Bh16opa, a qi MoryT paccMaTpHeaThCH KaK ixpyrasi COBOKYIIHOCTh nepoSITHOCTeti, TaK QTO

(2.8) 3aniinneM

qi=Pi+u1=Pi(1

+~)·

Tor.n.a uj yixoenernopmoT ycnoBHIO

.!iui = 0.

(2.9)

j

Cpanmrnan rpaHKH In (I

Pttc. 2.3. fpaqmKM u/p

+;) H u/p

fl

ln (1

(pHC. 2.3),

+ u/p)

Mbl

BH.D.HM,

B lj>yHKU.HH OT u/p.

lfTO

u....- ;?: Jn ~I 1

p

11es!le, Q•

r.o.e cymecTeyeT

'

+ u) -P.

In\ 1 + ~).

(2.11)

IlpHMenn11 (2.11) K (2.10),

36

TIPHMBHBHHB onPRARJJRHHf:t "

OSlllBE OSCYiK;J.HHHB

[ r JI.

2

nonyqaeM:

~ p·lnp·+ ~p.1n(1+1!_j)~ J J .... J p· ~

.'. J

. J

I

~ '1 p . In P1

~. '

-1-11

(2. 9), HaXO.LJ.HM:

Ilo9TOMy) HCil0Jlb3YH

i Pi

Inq1 ~ .!/i lnp1 .

J

(2. 13)

(2.12)

J

J

YMHOiKaH CBOitCTBO

~ p . "!i "-' . 'P. I

j

K,

ua -

(2.13)

nonyttaeM uepaeeHCTBo,

Bhlpa>Karomee

-K 2>11nqi~-K !Pi lnp1.

(2.14)

B: I

I

4. · l1HcpopMau.11s:r CTeH paBHhl:

I

HMeeT

CeoucTeo MaKc11MyM,

- - · · ·-1, - 2 P1-p

C Kor .na ece

1

-p m---. i-···m

m

BepostTHO·

(2.15)

Llnsi llOKaaaTeJibCTBa saMeTHM, npeiKlle ecero, llTO HHcpopManns:r s:JBJIHeTCH cpyHKUHeH TOJibKO (m - 1) He3aBHCHMhlX nepeMeHHhlX, TaK KaK }==m

j=m-1

!Pi= 1,

HJIH

Pm= 1 -

j-I

BoshMeM

e

!

P~ ·

(2.16)

j=I

Kat.1ecTee

(m -

1)

HeaaeHCHMhlX

nepeMeHHhlX

p.,

p 2,

••• , Pm-t· l1ucpopMan11H I (p 1, p 2 , ••• , Pm-t) 11MeeT MaI B npocTeth11Hx rpacp11qeCKH. B cJiyqae .a.eyx B03MO>KHocreH, Mbl HMeeM:

I= - K (p1 ln P1

[ rJJ. 2

06ll{EE OBCYiK.ll.HHHH

c;1y1.1asix noKaaaHo npn p 1 P2 === I,

-f-

+ P2 ln P2).

(2.18)

Ha pHC. 2.4 I nocrpoeHa KaK cpyHKitHH p 1 (HJIH p2). I JI.OJI)l{HO paBHHThCH Hy1uo npw p 1=0 H p 2 =1. B c11.11y CH:\1MerpHH

I JI.OJIJKHa HMeTb .MaKCHMYM npH p 1

=

~

=

p~.

3TO

H

MaKCHM3JibHOe 3HaqeHHe paBHO

I!JISI rpex B03MOiKHOCTeH

Pi -1- P2

+ Pa =

H

I = - K(p1 lnp1

+P2

(2.19)

I,

ln P2 +Pa

lnp3)

HOCTpOHM JI.ByMepHyiO )I,HarpaMMY (pHC. 2.5) . .llByx U3MepeHHti JI.ocraro11Ho, raK KaK TOJihKO JI.Be 113 rpex eepostTHocrett p 11 p 2 ,

I Kln2 f '2

C2 •

Pi

Pz

0 P2

Pwc. 2.4. VfaKJJ.EHHE

H'.alKJlOI:\

H3

JlByx

nepeMeHHblX.

TaK,

Mbl

MO>KeM

fr JI. 2

nMeTh JlJHI

= i, y = j. Onpe,LI.eJI0M p (i, j) KaK nepoHTHOCTb x = i 11 y = j e OJJ.HH H TOT iKe MoMeHT. Tor.LI.a

f~ x

. Mo,renra

*foro 1 1.1To

~>(i, J)= 1.

(2.21)

i, j

Pi

EcJIH

ecTh nepOHTHOC'fh Toro, QTO

Ol 3Ha tteIU:UJ

J'),

x= i

(aHe 3aBHCHMOCTH

TO j=n

P; =

.~> (l,

(2.22)

;).

j=l nepOHTHOCfh

1\HaJIOfHqHOJ

Toro,

4TO

y =j

(He paCcMaTpHBaH

x), ec1b i=m

(2.23)

P1= !p(i, j). i=l

MbI

HMeeM CJleJI.yrou1ue cooTHoweHusi:

,,

m

n

~

1-Pi = l

~P;= l, i=I

ITepet:t.n.eM ruetl

H

pa3JIHqHhIM

(2.24)

i, j

j=I

K

!PiPj=l.

Bhipa>KeHHHM JI.JIH nHcpopMau0n, cooraeTCTBYIO· eepoHTHOCTHM.

CoaMecrHaH

HHcpopMau11H ecrh

J(x, y)=-K,!p(l, j)lnp(i, j).

(2.25)

i. i

HHq>op~1aUJH1 .LI.JIH

x

B OT,LI.eJihHOCTH

i=m

l(x)=-K !P;lnp1 =-K !p(i, J)lnp1, i=l

e JI.JHI

y

(2.26)

i,j

B OT)J.eJibIIOCTH

n

1(Y)= - I< !Pi lnp1 = - K !p(i, ;) lnp1 • j= 1

i, j

(2.27)

YCJIOBHA~

CpaaHH!\t cyMMY

41

HH~OPMAUHH

I (x) +I (y)

c

I (xJ y).

J13

(2.26)

(2.27)

H

(2.28)

l(x)+I(y)=-K_!p(i, J)Jn(PiP1 ). i. J

B,

JlerKo noKaaaTh, HCIIOJih3YH caof.lcrBo

l(x,

B

y)~l(x)+I(y).

(2.14) q1

caMoM 11.ene, saMeHHst B

J (x, y)== -K ~p(i, j) lnp (i, j) i,

qro

Ha

(2.29)

Pl p1,

nony 1iaeM:

~

J

:s;;- K _!p (i, j) ln (Pi p1) =I (.x) +I {y). i. j s:ICHO, tITO Ha.11araeT

orpaHH4eHHe,

BhI3hlBaeT TOJihFKe JipyrHe eepo51THOCTM. Be11nqnHa

! p (l, J)

paBHa B€po51THOCTlt TOro, tJTO

x= l

JV151

mo6'oro

j

J'· C pj =

I (x).

9TOti BepostTHOCThIO CBH3aHa HHcpop'.'4aUHH

,! p (i, j) -

sepo51THOCTh Toro, tJTO y

=j

Be11HqnHa

mo6oro

.D:JISI

x.

i

Csfl3aHHast c 9Tott eepoflTHOCTbio 11Hcpop~au1151 eCTb

B

I (y).

npeJlhlJlymett r 11aBe 6h1110 HafiJI.eHo, qTo

I (x) +I (y) ~I (.x, y). 3TO HepaseHCTBO CJie}lyeT

H3 Toro cpaKTa, qTo npH HaJIO)KeHHH

Ha cHcTeMy orpaHnqeHntt MfnpopMaun51 y6b1BaeT. Jl11g

H.ocmb eecTHO,

no.ny4eHM51

P; (}), qro

nHcpopMaUH51

T.

e.

x = i.

I .x (y).

paseHCTBa

Mbl

Bepo51THOCTh

c

9TOil

B3HJIM ycAOBH.yJO BepoHmToro, qTo y

eep051THOCTblO

= j,

KOrJla ns-

CBH3aHa yCJIOPH3Sl

44

H3BMTOqHOCTb B 513hlKB

[rn. 3

CBH3h MemJly sepoHTHOCT5IMH Bb1pa>KaeTc5I cooTHollleHHeM

P;Pi U)=p(l, j), 11, onpe.uen11s yc.noBHYIO 11HcpopMa1uno, KaK

Ix (y) =-K

_!ip (l, J) lnp; (J), i,

Mbl IlOJI)'llHJIH CJie.nyromee

J

paBeHCTBO~

2. KoppenHUHH n

H3bIKe

}{oppeJUIUHH HMeeTC51 BO ncex 513bIKax 1), . raK KaK, ecnH I10· StBJI5IeTCH HeKOTOpa51 OyKBa, TO sep05ITHOC'fb I10HB.netH151 3a nett HeKoTopotl .upyrott 6yKBhI He pasHa ee anpHOpHotl seposrr1-1ocrH. TaK, B aHr JIHtlCKOM Sl3bIKe, ec..iu1 ,llatta oyKBa t, TO BepoRTHOC'fb TOfO, qTO Henocpe,llCTBeHHO flOCJie,llyIOU~etl oyKBOti oy )let h, ropa3)l0 OOJibWe sepoHTHOCTH, qro c11e.uy10ruetl oyKBOtl oy .uer n. AHanorwtfHO, ecnH JI,aHo cot1eraHHe tio, ro sepoHTHOCTh nons11eH11st n B Kaqecrse CJieJly~ett oyKBbl oqeHb BeJIHKa. Kop· pe11HUH5I no.uoo1-1oro po,lla onpe,llen5IeTC51 WeHHOHOM 2), 3) KaK u36blmottH.ocmb (redundancy). Ilp11MeHHM -renepb COOTHOllleHHSI npe,llhlJlYlllero pa3,lleJia K HCCJie,llOBaHHIO 11HcpopMaUHOHHOro co.uepmaHH51 c.0061ueHH5I. 3TH COOTHOWeHHH MOfYT I1pHMeHHTbCSI, ecJIH KoppeJIHll,HH HMeeTCR 1 )

B .nononHeHtte K npHBe.neHHblM HH>Ke nttreparypHhIM CCblJIKaM yKaJKeM CJiellyromHe KHHrH: F 1 et c h e r P r a t t, Secret and Urgent, Blue Ribbon Books, NY, 1939, 1942 (co.nep>KHT sepoHrHocrHblC .naHHble 06 aHrnHfiCKOM H3blKe); G. Dewey, Relative Frequency of Enqlish Speech Sounds, Harvard U. P., Cambridge Mass., 1923; 0. R. Z i pf, Human Behavior and the Principle of Least Effort, Addison - Wesley, Cambridge, Mass., 1949 [e 9Tofi KHttre H .npyrttx ny6nttKau,HJIX Uwncp llaer MHOfO KpHBblX, epo.ne npe.nct asneHHOtl Ha pHC. ( 3.1 ), )lJIH pa3~'IHq­ HblX Sl3bIKOB]. 2 W. We aver, The Mathematical Theory ) C. E. Sh an non, of Communication ( crp. 3-28) U. of Illinois Press, Urbana, 1949. llieHHOHOBa C9HTponHH Hm'.popMaUJflf> orom.necTBJIHeTCH c Hamett cMepoA HHqmpMau,HH», Ho He c

U)

ecTh neposrTHOCTh Toro, tfTO

j

nocJie.rr.yeT aa .rr.aHHhIM coqe'faHHeM b1 (N - 1). 3ro onpe.rr.eneHHe CXOJJ,HO c npHMeHeHHblM B npeJJ,bIJJ,YllJ.eM pa3,Aene, M Mbl HMeeM attanor11quyIO CB5I3b Me)lcJJ,y eepo5ITHOCT5IMM:

Onpe~eJIHM

TenepJ;>

cpeihtJOJO

u1u:jJop.Maqu10

Ha

cU.MBOA

46

[rn.

H3:SblTOlfHOCTb B ff3blKB

a

B nocJie)l.OBareJibHOCTH, B KOTOpott YLIHTbIBaeTCSI KoppeJISUlHSl Ha paccToHHHH .llO N CHMeonos:

FN= -K !P (b; (N -

1), j)

lnpbtKAY CJioBaMH) COJ.LepiKHT 5,5 6yKBhl, TO nonyqaeM npeJ.I;eJibHoe 3Ha4eHHe Fword 2, 14 J.I;B. en../6yKny. 9Ta eenHqHHa He ra >Ke, ttTO Fnm, TaK KaK HMeIOTCSI e1ue 11.ono.riHH· TeJibHhie orp aHHqeHH51, o6yCJIOBJieHHhie CB513HMH MeJK.ay nocne· AOBaTenbHblMH cnoeaMH.

=

4. HeKorophle 9KcnepnMeHThl J11151 no11yqeH11SI 6onee no11.po6Hb1X J.I;aHHhIX rrpeJ.I;JIO)l{eHa Hrpa: ()epeTC5I npeJ.I;JIO>KeHHe H yqaCTHHKy, He 3H8IOIIJ.eMy npe.anapH .. TeJibHO npeJ.I;JIOll HJIH «Her» npeJ.I;crasJI5ter KaK pa3 OAHY ABOH4HYIO eJ.I;HHHUY uttKJlbIH paa 3aHono H aaBMCMr, pa3yMeercH, or ncero upenmecrnytoIU.ero reKcra. TaKaH npouenypa upencras.1.Her, KaK HeTpy ntto BMnerb, nepeHoC B SKCrrepHMCHT MeronHKH KOJlHpoBaHHfl no llieHHOHy-auo, 1)

(llpu.At . .. nepeB.)

50

B3B~ToqnoCTh

B H3MKE

frJI.

3

flO-BHJ.I.HMOMy, B03M0jf(f10 COKpameHBe pasa R Tp11, KOTOpoe Mor110 ObI cne11aTb R3hIK 0011ee ToqHbIM. HynOpMaUH~ B ABOH4HblX eJI.H· HHuax, K KOTOpblM nepeXOJlHM, fiOJIO)KHB

K=log~e

( 4.4)

HJIH

C= lim log2 N(T) T-oo 1

T

'

(4.5)

) C. E. Shan non, W. Weaver, The Math.ematicaJ Theory of Communication, p. 7, U. of Illinois Press, Urbana, 111., 1949.

54 w

[ r JI. 4

nPUHUI1nbI KOJlHPOBAHHH

nponycKHaH cnoco611ocT& 6y.u.eT Bhipa'iKetta a JlBOH4HhIX e.llHHH·

T

Ilax e ceKyH.u.y, ecn11

nocne.u.y1011~11x

B

H3Mepetto B ceKyH.u.ax.

pa3.u.eJiax

9TO:tt r JiaBhI

Mhl 6y.u.e.M

o6cy)l(-

.uaT& npHfOJJ.HOCTb 9TOrO onpe}leJieHH51 H ycJIOBHe cywecTBOBaHH51

C.

npeJleJia

3aTeM

Mhl

noKan 1,

(4.13)

0Tp11uareJibHhlX HJIH KOMnJieKCHbIX KOpHeA:

X 2, X 3 ,

4.

••• ,

X0 •

OOcy>Knenne

TipeJlhIJlymast nocraHOBKa aaJla4H Jlatta nnepeble

We11HOHOM,

no.llpo6Hoe 06cyiK.lleH11e MO)f(HO Hat1r11 B JlHCcep1au1111

MaHJleJih·

1

opoTa ). Mhl HMeeM ooruee pellleHHe ( 4.10),

CO]lep)({aruee

a

UOCTOHH·

HhlX KO:Hpcp11uweHTOB Ak. 9r11 K09cpcp11u11eHTb1 onpeJlenmorc51 113 ttaqanbHhlX ycnoewit, Korophle Mhl ceAqac o6cyJlttM. PaccMorp11M

( 4.8)

npH MaJibIX 3Ha4eHl151X

fi=t 11 Mbl JlOJJn(Hht

nono)f(HTb

t.

0,D.l1H 113

HJJH

N (0)

'-IJieHOB COOTBeTCTByer

t-tj=O,

= 1,

TaK K8K

olleBH.llHO,

Mbl MO)f(eM npeJlCTaBl1Tb HeKoTOpble H3 cooomeHH~ TeJibHOCThlO

t = tj

llTO

o6me~ JlJIH·

np11 IlOMOlllH aj CHMBOJIOB ,lJ.JIHTeJibHOCTblO

tj.

tm

B6nhllll1e SHalleHHSI tf+tt ti+ 2 , •• ., He Moryr npHMeHHTbCst. 9ro yrsep)l{Jlett11e cnpasenn11eo JlJIH Bcex aua4eHH~ j. 8ro ycnoa11e y .D.OBJieTBOpSieTCSI, eCJil1 B3SITb

N(O)= 1, N(- l)=N(-2)= ... =N(-a+ 1)=0.

Mhl

noJiyqaeM, taKHM oopa30M,

JIHIOilll1'X

(4.14)

a Ha4aJihHblX ycJIOBHit, onpe}le ..

o npOH3BOJlhHhlX Ko9¢cp11uHeHTOB Ak. 3ttat1eH11st cpyHKUl1H

t

.llJISI = - a, - a - 1, ... HHKOf.a.a He BCrpeTSITC51 B ( 4.8) H He nrpaioT ponn n Halllef.t 3aJI.at.1e.

N (t)

1

B. l\1 and e J bro t, de communication, Ph. D. statis1ique de 1'Univ. de taKme T1ans. IRE (PGIT) )

Contribution a Ja theorie mathematique des jeux thesis, Paris, Dec. 16, J952, Pub!. de l'lnst. de Paris, vol. 2, N2 1, 2, pp. 80-102, 1953; CM. 3, 124 (1954).

58

(rJI.

nPHHunnhl KOAHPOBAHHS

4

k=a

N (t) === AiXf

+!

AkX~.

( 4.15)

k=2

llepBf,It\ qJien paCTeT 9KCflOHeHµ.HaJlbHO c t " ffBJHieTCH npeo6 .. Jia.u.aIOlll.H.M. OcraJibHbu: qJieHbl HMe101 KoneoateJJbHbifi xapa1KeM BO MHOfHX aanaqax HfHOPHPOBaTb KOJie6aHHSl H y ,ll.ep)({HBaTb B ( 4.15) TOJlbKO npeo6JJa)lalO~Htl t.tJieH:

( 4.18) r.n:e ~

= ln X

1•

VITaK, N (t) npeJlCTaBJisteT qHcJio coo61IIeuHtt, noJJuaH .ll.JIHHa KOTOpbIX paeHa t. Ho Hae Mo>KeT HHTepecoear& 1-IHCJIO N 1 (t) coo6meHHt\, ,ll.JIHHa KOTOpbIX MeH&we l1JIH panHa l1MeSl B Bl1.lJ.y,

t.

41

59

OBCYiKJlEHHB

qTo

t

Beer JI.a ueJ1oe, HMeeM: s=f

Nt(t)=

!

s=t k=cr

N(s)=

! l

s

s=I

s=t

k=':!

AkXk=

1 k=I

!

Au

k=l

!xi.

(-1.19)

s=I

==

cyMMY cnaraeMoe s 0, TaK KaK coo6rn.eHHe HyJJeBof.t ,lJ.JlHHbl He HMeer C~lhICJJa. l1cnoJib3YH COOTHOWeH11e

Mhl He BK ..1I04HJIH

B

nonyllaeM:

(4.21) rJI.e

1-x; Mhl MO)l{eM nepen11caTb :rror peayJJhTar cne.lly10rn.11M o6pa30\'1:

( 4~22) rJJ.e k =cr

-· ~ B o/ B k•

.....

k

LJ11cJio N 1 coo5w.eHnf.t, Jvup-1a KOTOph1x MeHhllie 1.J:eM t, HJIH pae: Ha t, co.J.ep>KHT npeo6.11ana10m11fi 4JJeH c KO.Tie6areJJhHb1e '-lo11eHbl (k = 2, 3, ... , a) H IlOCTOHHliyIO Bo. OropaChlBaH Kone .. OaTeJihHbie 1.J:JieHbl, l'fMeel\I:

Xf,

(4.28)

60

IlPHHUHO~

JVH1 OOJlbllJHX

t.

fr.rr. 4

K04HPOBAHHH

Mbl no.rryr.iaeM, TaKHM oopa30M,

l l n N~ +Bo = t o t = -~81

+1

-~-In

(N1

1

+B

( 4.24)

0),

r.n.e

to== -

-rr1 ln B,.

5. fipHMepbl TioKameM .n.eACTBHe Meroaa Ha HeCKOJlbKHX npMMepax.

A. B c e B

c H M B o JI hI

H M e 10 r

o .n H H a K o s y 10

=

9TOM c.rry4ae MhI 6epeM a 1 n -- o6meMy JIOB .nJIHHhl t 1 = o 1. PaeeHCTBO ( 4.12) .naeT:

=

a JI H H y

r.i11c.11y CHMBO ..

(4.25)

X-n=O. H:\teeTcsi OJl.HH BemecreeHHhifi H CJleJ{OBaTeJlbHO, t

N

110J1om11reJ1bHhiti KopeHh

,,

B.

C H M B o JI bl

B. 1.

B

CTeneuh 061u,eM CJ1yr.iae



n

II B y x

= n,

nt -- l

=n uN I == 1-n i --1

9TOT KaHaJI 06J1aJl,aeT a6COJIIOTHO.i:t JIH6o KOJie6aHH.i:t.

X

ycrottr.iHBOCTbIO 6ea K8KHX~

p a 3 JI H r.i H hi x

xapaKTepHCTH 11ecKoro

l

.n JI H H:

ypasueHH51

H a paeHa

o.

( 4.26)

B. 2.

TipocTeAun1e cooTHollleHHH noJ1yLiaeM npH 2 )( -

a 1X- a 2

o = 2:

= o.

(4.27)

KppnH aroro ypauueHH~ paBHhl

( 4.28) T:a~K. !opMy no" (4.15), a eCJIH KO)lHpoeaHHe ycro"llHBO, Mbl MO)l(eM 80CIIOJib30BaTbCSI ynpomeHHblM BbtpalKeHueM ( 4.18). 4HCJIO CJIOB 11eHOD MeH&llle t HJIH pasHo" t Bblpa)l(aeTcst senuq11Hott N 1 (t), onpelleJIHeMott no Q:>opMy ne ( 4. 22), KOTopaH )lJISl YCTO"'UtBOfO KO,lla npHHHMaer ynpome1nthtt1 BHJJ.

( 4.23) PacnonoiKHM Tenepb see cnosa cnoeapst s nopst11Ke noapacTaHHff u.eHLI t. t5y ACT oaHat.1aTh rropstJJ.KOBbl" HOMep cnosa B 9TOM CIIHCKe. B cpellHeM COOTHOllle1111e Me)f(JlY u.eHO" t M noMepoM BMpaiKaeTCH KaK

N;

N;

t

= t 0 + ~- In (N; + 8 0).

( 4.24)

PaccMorp11M Terreph qacToTy (11n11 sepostTHOCTb) cnoea. Me)f{llY u.eHoH 11 sepoSITHOCThlO Mor no Ohl 11 He cyw.ecTeoaarb HHKBKO" CBH3H, 0,[(H8KO Mbl npe,llTIOJIO)l(HM, qyo nepoHTHOCl'b cnoaa 11 ero ueHa Ha)lJie)l(aIUHM ot5paaoM cor nacosaHhI. 9To oana .. 4aeT, 4TO pe,llKHe CJIOBa HMeIOl' JlJIHHHoe llOporoCTOSILUee KOllOsoe ot5oaHa 1-1en11e, a Ha11t5onee ynoTpet5uren&Hble cJioBa -- KopoTKoe H 3KOHOMHOe KOllOBOe 0003HaqeHHe npot5neMa cor nacosan11s:i t5b1na ot5cy)l(JleHa s nrr. 8 u 9; t5b1JI0 BblHCHeno, KaK c.11e,llyeT BblOpaTb HaHJIYt.IWHM ot5pa30M sepoHT· HOCTH CHMBOJIOB, HMeIOW,HX pa3JII14Hhle ueHhl tj. Peay nb Ta T Bh! .. pa)l{aerc\-1 cpopMy no": HJIH

-- 'j

PJ = e

·1

t

i.

{ 4.61)

flpuMeHHM -renepb CXO)lHhte paccy>KlleHHH He K C.HMBOJiaM M.'111 t5yKBaM, a K CJIOBa!\I. 'IOBO aa HOMepoM HMeeT u.eHy t N'' rrp11qeM o6e seJIHQHHbl CBSl3aHbI COOTHOllleHHSIMH ( 4.23)

N;

c.

1

11 ( 4.24). Hawe nosoe ycnosue xopowero cor nacosaHHst co· CTOHT B TOM, llT06hl eepOstTHOCTb p N, CJIOBa OblJia CBH3aHa c 1

ero u.eHo" tN' ot5m11M ycnosnel\1 1

(4.61), co11epiKalllHM Hosyio

npo11asoJI&Hy10 nocTostHHy10 ~ 1 • Conocrasnsisi aru Q:>opMyJihl, Mbl MO>KeM HCJ(JllOt.IMTb ueHy tx· H CDSl38Tb nopSl)J.KOBblii HOMep t

N;

74

·[rn. 4

TIPHlflUlllbl KOJlJ1POBAHHSI

cnoaa HenocpeacTseHHO c

~ro

eepoRTHOCTb~ PN~

(4.69)

(4. 70)

=

r JI.e P e- ~ito, 1 = ~ 1 /~. CToHHTHe o ~ Ko,.u,11posa111111 cnos a Mosry H 0 ueHe K040BYX o6osHaqeHH~ DOTpe6oBaJIOCb ~Jiff BblBO.lla COOTHOWeHHit ( 4.23) H ( 4.24), HO Mbl nocTapaJIHCb HC• Kn10qMTb ne113secTHh1e ueHhI, npe4noJIO)l(HB Ha4neiKamee cor JiacoBa1111e. opMyna ( 4.70) Bhlpa)l(aeT saKon, npeJIJIO)l(eHHhtit MaH11en&· 6poToM. OH BKJI10t1aeT, KaK qacTHblh cnyqa~, aaKoH, BbICKa3aHHhiit UuncpoM:

PN;=_~;• P".'"'·1~.

B=O,

j=l,

(~1=~).

(4.71)

Ew.e 011no.f.t ea)KnoD senu11uno.f.t SJBJisteTCH noJIHoe lfHCJIO cJioo s cnosape. Ecn11 Mbt np11MeHS1eM cnosaph 11s R cnos, 10

1 ~N~~R,

MaHfJeJTbdpom. p,,. = P(N, '.,. B)"'1

a cyMMa sepoSITHOCTeh ,llOJI)I( .. Ha paBHSIThCSI eAHHHue: N'1 = R

!

N'1 == 1

log N,'

N'1 =R

PN~

=

P

!

(N~ +

N'1 ==I

+B)-1 =1.

(4.72)

3To paseHCTBO onpe4enS1eT P. Puc. 4.1. CpastteHHe pacnpe,lleJieHHJI ECJIH P saaano (UHncp npnnH\18CTOThI cnosa B KeHHble U11ncpoM 11 ManJI.enb6poroM.. Ha pwc. 4.2 .naubl HeroM ..

11. Pemeuee npooneMbI cornacoaannst MbI noJI.qepK11sann s n. 9 HeooxOJI.HMOCTb rK)leHl111 KOpHelt anre6paHlfeCKOro ypasneHHSI

(A . 3).

HarrOMH11M

OCHOBHhie

CBOltCTBa

aJ1re6pa11qeCKOfO

ypaaueHHSI c aemeCTBeHHhlMl1 K09ctJcp11uHeHT8MH

f

(x)

= a x1' + a xn-t + ... + a = 0. 0

1

(A.5)

11

f

(~) HMelOT npoT11BOIIOJIO)KHble 3HaKu, r o HMeeTCH no MeHbllle'1 Mepe O,lll1H KOpeHb Me>K.ny IX 11 411c110 TaKHX Kopuen ueqeTHO. B. flpaBUAo Jie1eapma. 411c110 nono>KHTeJibHblx seUlecrseHHhlX KOpueM ypaaHeliHSI (A.5) 111160 paBHO llHCJJY nepeMeH 3HaKa (x), 111160 MeHhllle 9TOfO q~fCJia Ha nOJIO>Kl1TeJtbHOe qeTnoe uenoe. 4HCJIO OTp11uaTeJtbHhlX semeCTBeHHblX KOpHeil aHaJIOfl1lfHhlM o6pa30M CB$133HO c x). C. IlonHoe lfl1CJIO KopHe'1 paBHO n. EcnM 11MeeTCst KOM· nneKCHhilt KOpeHh a ib, TO }(QMnJieKCHo-conp5DKeHHoe 411CJIO a - ib TaKIKe HBJIHeTC5l KOpHeM.

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y CJIOBHe (5.1) BOJlhl

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(5.1)

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no

a

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(5.1 ),

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2~.52

crrocoo paCIT03H8BSHHH KOHua CHrHaJia.

lOlUHX t5yKny' MO>KHO BOCnOJib30BaThC51 ero

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1,54 1,64 1,65 l,68 1,76 1,92 1,96 1,98 2,1

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c F u

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11

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IlPOBJIEMhl KOnHPOBAHHff

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+

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B

qeTeepTOM CTon6ue KOMOHHaUHH 1001 onymeHa, TaK KaK OHa COJleplfCHT }lBa HynH IlOJJ.pHJl. no 9TO:t1 }l(e np0q11He onyUleHY KOMOMI-Iau110 10001.00; 10010.00; 10011.00 H 11001.00 B IlHTOM CTOJI6ue. B nocneJlylOIUeM paccymJJ.eHHM Mhl onycTRM nocne}lHHe JlBa HynH, IlOHBnSHOlllHeC51 B KOHUe KallKMM, llTO MbI HalllJIH see CRrHaJIY HeKOToporo CTOJIOUa (HanpHMep, CeMb CHrHaJIOB qeTBepToro CTOJI6ua c tteTblpbMH uwppaMH B r naeHoft 11acTH Ka}l(JlOro c0r1-1ana). Bee}leM cne.a.y10m0e 060BHaqeHHH: n - HOMep cTonoua, Nn, 1 - q11c110 cHrHanoa, OKaHt.1HBa10IllMXCH e.LIHHHueH, Nn,o - q11cno CRrHaJioB, 0KaHq11ea10m11xcH O.LIHHM HyneM, Nn,O'J - ttRCJIO curHanoe~ 0KaHt.1HBafOUlMXCH rpynno:tt HyneH. HanpHMep, }lnH qeTeepToro CTOJJ6ua (He cqHTaH nocne.n.H11x Jl.BYX Hyneft nocne TOqKR)

n = 4,

N, o= 2, '

N, oo= 2. t

41

87

ABOl1llllOB KOJU1POBAHHB CJIOB

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P1 "

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~

(5.10)

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v' 5) = 0,382,

(3 -

= Nn (2p + 2po + Puo) = 1

n'

Po= 0,236,

(5.12)

1,618/Vn,

( 5. 13)

OTKyJJ.a

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1,163, D 1 ~3. noKa3bIBaer,

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n = 6)

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(6.1) c11yqae

3HaKa

paseHcTaa

(6.1 ). B Tat5JIHUe 6.1

Jl,aHhl HaH60JibUJHe llHCJJa CHMBOJIOB, KOTOpbie Moryt t5MTb npoBepeuhl npH pa3JJHqHblX 3HalfeHHSIX k.

T a 6 n H Jl a 6. l Han60JibWee lfHCJIO CHMBOJIOB, KOTOpble MOfYT 6bITb npoBepeHhl npHMeHeHHeM OT OJl.HOfO Jl.O DSITH npoeepotJHblX CFIMBOJIOB lf ncJto npouepoqnblX Bcero CHMBOJIOB

k

CHMBOJIOB

n

H nop Ma1.u1onllblX en M BOJIO B

m=k-n

I 2 3 4

l 3 7 15

4 II

5

31

26

0

1

BTopott cJiyqati e Tat5Jiuue 6.1 cooTeercrnyeT npeJ1.HOJIO)l{eHl1IO, llTO B nocJiel{OBaTeJlbHOCTH 113 tpex JlBOHqHblX IUHpp HliKOr JI.a He MO)l{eT 6h1Tb t50Jibllle, 4eM OJI.Ha OlliH.6Ka. 0l{Ha H3 9THX UHcpp CJIY:iKHT JlJISl nepeJlalfH HHcpOpMaUHH, a JI.Be J1.pyr11e J1.JIS1 npoeepKH, cor11acuo ta6JI11ue 6.2. ITpoaepo4Hbie u11cppb1 B 11 C Bh1611pa10TcS1 TaK, qro6b1 (A+ B) 11 (A+ C) 6b1JI11 qeTHhlM11. ITpHeMHliK BblllHCJI5IeT o6e cyMMbI, 11 eCJIH 0.U.Ha 113 HliX OKaSb1BaeTC5I neqeTHOit, npoaep04HhlH ClirHaJI B HeH Collep:iK11T olll116Ky. EcJI11, Hanpn:Mep, (A+ B) He4eTHa, Tor lla KaK (A+ C) qeTHa, To curHaJI B Heeepeu. EcJIH HMeeTC51 om11.6Ka B cHrHa11e A, To o6e cyMMhl 6y JI.YT HelfeTHbIMFI.. OtcroJ1.a HcHo, KaKott c11rHaJI JlOJIIKeH 6h1Tb ucnpaeJieH. Tper11tt cJJyqatt - KOJl «tieTbtpe 113 ceMH»: tieTb1pe .U.BOlilfHhIX uucpphl JlJISl liHcpOpMaUHH, Tp11 JlJISl npoeepKH. 0lIJH6KH Moryr COOTBCTCTBYCT pa3.'ll141110 B OJlHOM llBOWlJHOM 3HaKe, a paCCTORHlie k enwBHU-pa3.'1HtUllO B k ns:JHllHblX JHaKax. TaK. HanpHMep. onacaHHoe B n. I Jlo6asneHHe OJlHoro nposepolJHoro 3HaKa (0 HRH I) ysenwmsaet ua eJlliHHUY paCCTOSIHHe MeiK.ltY pa3peweHHblMM KOM6HHaUHRMH (o6na,IlaIOll\HMH lleTHblM 'IHCno.M e.a;HHHU). (npuM. nepea.)

96

KO.ll.bt, OBHAPY1KHBAIO.UU1E H 11CUPABJISIIOIURB OlllH.SKH

lr Jl.

6

6h1Tb

o6ttapyiKeHbt H JIOKaJIH30BaHbl

4TO

a

B

npe.LI.lfOJIO»CeHHH,

rpynne H3 ceat11 .a.eonlfHhlX u11cpp HHKor.a.a He ecrpettaeTcsi 6onee

T a 6 n H u a 6.2 CxeMa KoJJ.a c o.n.uoA u.11cf>poA AJIH uncf>opMau.uu u ABYMH JJ.JIH npoaepKH Ha¢>oparau1u1

OpoaepKa

A

B C

x

x

x

0 p H M e q a H H e. JlOJI)KHbJ 6blTb Bhl6paHbJ

x

flposepKH raK, qro5bl

«X> no K3)KJl0'1 crpoKe nasana qerHoe qHcno. CYMM3 Cl-IMBOJIOB

OJI.HOA OlllH6K11. fipoeepKa SaHO B T aOJUIUe 6.3.

MO)l{eT

ocymeCTBJIHTbCH,

KaK

noKa·

T a 6 JI u u a 6.a

.l{oJI. c qeTblpbMH .ll.BOH'IHhlMH UHcf>paMH AJIH HHcf>opMallHH H TpeMH AJIH npoeepKH Ma4>BKTRBHOCTh RCnPABJIHIOIUHX KO)lOB

99

C.

D.noRHaSI OlllHOK8. nocJieJI.HSISI npoaepKa .n.aer lfeT, a He• KoTophle H3 npe.ll.hlJI.YlllHX - He11eT, llTO yKashlsaer Ha HMe10weec~ r )le-To HCKa)l(eHHe. MeTo.a RBJIHeTcst 06m11M H MO)l(et OhlTb npHMeHeH K JllOOOMy npHMepy, OOCY)l(JI.eHHOMY B npt:.ll.MllYUlHX pasne.r1ax. X9MMHHr yKasaJI reoMerpHlfecKy10 HHTepnper auHto, npnMeHHIOIUYIO npe)lCTaBJieHHe B MHOfOMepHOM npocTpaHCTBe. 8ro npe.n.cTaoJieHHe J1.aeT a.r1eraHTHoe .n.oKaaarenbcroo OOIUHOCTn onHCaHHblX MeTO.ll.08. Hoahle uccne)loeaHHH no TeopnH ucnpaBJIS110IUnX KO.LI.OB coJI.ep)l(aTcH o pa6ore ,UJKn.r16epr a 1). 06IllnpHbil1 MarepHaJI no KO· .n.a~I, HCnpaBJISllOIUHM MHOfOKpaTHble OIIIHOKH, MO)l(HO Hattrn B Trans. IRE 11)

4. 34>4>eKTHBHOCTb ucnpaBJIHIOIJlHX KOJI.OB HcnpaeJIS110IUHe KO.llbl, onHCSHHhle B npeJ1.hlJ1.y111ux paaAenax, MoryT 6hITh ncnonhsoaaHhl c.r1eny10m,nM oopasoM. BoahMeM e Kaqecree npHMepa KO.ll. «4 H3 7» (CM. ra6nnuy 6.3). HaqHeM c HeKOTo· poro COOOll.leHHSI, KO.ll.HpOB3HHOf0 .ll.BOH'IHhlMH UHQJpaMn, HanpHMep:

(6.5)

0000100010100100 u paaJ1.enuM ero Ha rpynnhl no lfethlpe UHQlphl a Ka)l(.n.oit:

0000,

1000,

1010,

0100.

(6.6)

,UonoJIHHM renepb KaiKJI.yIO 113 9THX qeTblpexsHalfHhlX rpynn erue TpeMSI SHaKaMH, COOTBeTCTBylOIUHMn npoeepKaM na lfeTHOCTb, cor.r1acHo (6.2):

0000000,

1000111,

1010010,

0100110.

(6.7)

8To coo6w.eHne nepeJI.aeTcH, npHeMHHK npwMeHsteT npouepKH Ha qerHOCTb ltJISI HCnpaoJieHHSI OlllHOOK, 3aTeM ycTpaHSleT HSJIHillHHe nocneJ1.nne rpu snaKa B Ka)l(.n.oit ceMH3Ha'IHOD rpynne u eoc· CTaHaBJIHBaeT HCXO,llHOe coooruenHe B BH.ll.e (6.6) H (6.5). 3TOT MeTO.lJ. rOltHTCSI 8 TOM c.r1y11ae, ecJIH Ha n CHMBOJIOB HnKor JI.a He npuxo.n.Hrcs:i 6onhrne onHott ornHOKH (a HameM npH· Mepe n = 7). 3to ycJIOBHe HHKOrJI.a B TOtIHOCTH He BhinOJIHSJeTCSI .. 06bllfHO H.'.\feercH COBOKynHOCTb CJiyqattHblX ornu6oK co cpe.ll.HeD uepo11rHoCTh10 p. MhI noKaJKeM, llTO HCnpaaJistlOWHtt KO.LI. MOJKeT

E. N. 0 i I be rt, BSTJ 31, 504 (1952). Trans. IRE (PGIT) 1-4, CM. a oco6eHHOCTH e r. 4 crat&H 0 o I a y, E 1i a s, R e e d, S i I v e r m a n, Ba J s er u Jlp. CM. taK>Ke Conv. R.ec. IRB National Convention, 1954. 1) 1)

4•

100

KOJJ.bl, OBHAPYIKHBAIOIIlHB H HCflPABJISIIOUUIB OWMBKH [ r JI.

8Ha4HTeJihHO yMeHhWHTb lfMCJIO OIIIH6oK M .n.aTb HOCTb p HencnpaBJieHHhtX OWM60K.

p

IlycTb

03Hal.faer

(k, n, m),

B.>3bMeM KOJJ.

m

HHcpopM3UHOHHblMH

n

llBOMlfHhlX

0

nepexoJI.

1

a

1

HJIH

0.

e

T. e. KOJJ. c

k

npoaepolfHblMM 3HaKaMH

IlOSHUHflMH,

a

ocero

6.1. B

H03HUMflMH, cor JiaCHo ra6n11ue HOCTM 113

MaJiyIO oepOSIT·

03H34BeT oepOSITHOCTb OWH6KH B HeKOTOpOM onpe·

.n.eneHHOM BHaKe. 3ro H

6

u11cpp

HMeeM -

n

c

.naHnoli

llBOH4.HblMH

nocne.n.osareJib·

CJie.n.y10w.11e

oepostTHOCTM:

eepOSITHOCTb otcyTCTBMSI own6KH;

-

aepOSITHOCTb 0.Ll.HOli OlllM6KH;

-

(6.8)

own~

eepOSlTHOCTb JJ.BYX

6oK a JJ.Byx pa3HbtX no3HUHstx;

nl

1tz =ti (n -

l)!

l

P

(l

-

)n-l

- P

PaccMorpHM CJiy11atl

l

B OllHOit

B

nonyqaJOrcg aeJI11tIHHht 1tz.

orn116K11,

9TOM

6oli ns

p),

owu601

Keune nesepHhlX snaKoe. EcnH neeepttbllt 3HaK 6hu1 npHHHT KaK 1, TO ero ttymtto npoc10 aaMeHHTh Ha 0, H uao6opo1.. MHct>opMaUHH o noJ1omeHHH OWHOOK nepe.n:.aeTCSI ny1eM .aooaeJJeHHff "neu11aJibHblX CHrHaJIOB K .llBOH4HOMY KO.llY (0 .llJIH npaBHJlbHOfO, l .llJlff ueeepttoro) c eepoHTHOCTblO p ,ll,JIH l H (1 - p) .llJlff 0. llJJH 9THX .ao6aBOlfHblX CHrHaJIOB Tpe6yeTCH KaHaJJ c nponycKuon cnocoonoc1h10

-plog9 p-(l -p)logi(l -p) .lI.BOHqHblX e.llHHHU Ha CHMBOJI. 3Ta ,lI,OTIOJIHHTeJI&HaH HHcpOpMaUHR, oy .ayq11 nepe.aaeaeMa no TOMY JKe Kanany, yMeHbIIJaeT ero nponyCKHYIO CTIOCOOHOCTh. l1CXO.llHbllt KaHaJI 6e3 lllyMa HMeeT 1, a KaHaJI c wyMoM HMeeT, cne.aoea1eJibHO, nponycKtty10 cnocooHOCTh, sh1pa:iKaeMy10 cpopMynolt (6.12). Teope1HqecKH aoaMOiKHO HattTH MeTO.ll. KO.ll.HpOBaHHH, peaJJH3YIOillHll TaKyIO nponycKHYIO CnOCOOHOCTh.

c=

') C. E. S ha n non, W. \Ve av er, The Mathematical Theory of Communication, p. 38, U. of Illinois Press, Urbana. 1949. (PyccKnti nepeuo.It B c6opHHKe cTeopHfl nepe.naqH 9JieKrpHtieCKHX CHfHaJIOB npH HaJIHIJHH noMex>., HJI, MocKaa, 1953.)

5)

DPODYCKHASI CIIOCOBHOCTb .llBOMllHOfO KAHA ..'IA C lllYMOM

103

o-'l

npe.nbl.nymeM npMMepe npn p = 1 cpopMy na (6.12) .naeT nponycKHYIO CilOCOOHOCTb OKOJIO 0,92, 4TO 03HattaeT, llTO TOJibKO OJlHH .llOIIOJIHHTeJlbHbllt .llBOHllHbllt 3HaK Ha Ka:tK.llble .neB71Tb ncxo.ntthlx attaKOB 6bIJI Obi .nocTaTotteH JJ.J111 ucnpasJieHMlt. Ha1u

B naweM

KO.ll «4 H3 7» He .naeT IlOJIHOfO HcnpaBJieHHfl H TpeoyeT 7 3HaKOB Ha 4 HCXO.llHblX 3HaKa, llTO .naeT yseJIH4eHMe Ha BMeCTO 1 Mbt ottettb .naneKH OT TeopeTH 4eCKoro npe.nena. LliKHJ16epT npHXOJlHT K TaKoMy iKe aaKJllOlleHHIO, He npeJ(JiaraR HMKaKoro

3/4

/9.

npaKTM11ecKoro pemeHM11. Ero cTaTbfl co.nepiKHT HHTepecttoe oocyJK.neHMe CBOllCTB OOJib rnoro llMCJia pa3JIM llHblX KO.llOB. TipooJieMa .llJIR CB713M,

MCnpaBJISllOlllMX

M aa nocne.nttee

KO.llOB BpeMH

HMeeT 60JibIIJOe 3Ha11eHMe

9TOft

11po6JieMe IIOCBflIUeHo

Mttoro pa6oT. MeTo.n X9!\fMHttra (CM. pa3.nen

2)

coa.naH .nnsi asTo·

M8TH11ecKoro ncnpanneHM" Heeepttoro cnMsona. 6011ee 9KOHOMH4Hblft

MeTO.ll

OblJI

rrpe.nnoiKeH

COCTOMT B uaxom11eHHM

BarttepoM

CHMBOJf 8,

(MIT).

Ero

npnHunn

Henepuoro c HaMOOJlblllelt Be-

9TOrO CHMBOJla. 3TOT MeTO.ll 1 06cym11ett CnnsepM9HOM " BoncepoM ) H npeJJ.CTaBJ1ReTc11 MHoroooema10mMM. llJIH OOHapy1KeHH71 CHMBOJia, KOTOpbllt MMeeT HaMOOJibWYIO eepoHTHOCTb 6hITb HesepHbIM, asTOpbl HCIIOJih3YIOT

pOHTHOCTbIO,

M B

HCnpaeJieHHH

HeKOTOpble anpHopHhle JlaHHbie o naaH~OCBHa11x nepe.naeaeMoro cooomettn11. HaJIM4He B3aHMocs113ef.1 oaHattaeT M30bIT011HOCTb M yKa3bIBaeT, l!TO llMCJIO npMMett11eMblX .llJlfl nepe.na4H CMMBOJIOB cnemKoM eennKo. Bb1QMCJieHM11 11ncna Heooxo.nMMblX CMMnonon, BhtnonueHHhle CHneepM3HOM " BoJicepoM .n~H HX MeTo.na H Me· ro.na X9MMMHra, no-en.nn~oMy, He ytti-1Tb1ea10T 9Toro oocTOHTeJibCTea. 011HaKo OCHOBHafl n.nesi npe.ncTaBJISleT OOJiblllOlt MHTepec, M K OiKM.llaeMoll J18Jlbttetlweft .llMCKyCCHH 0 pa3JIM11HblX MeTo.rr.ax HCnpaBJieHHSI cne~yeT OTHeCTHCb co BHHMaHHeM.

Silverman, Balser, PIRE 42, 1428 (1954); Trans. IRE (POIT) 4, 50 (1954). (PyccKHit nepeaoJt a c6opHHKe , HJI, 1956.) 1)

r .rt A BA

7

IlPl1JIOJKEH11SI K HEKOTOPbIM CilEUHAJlbHbIM IlP06JIEMAM 3aa;a11a 0 paCDOJIOlKeHHH c DpHMeHeHHeM CMemaHHOH HlJeJiKH

J.

EcnH Mbl >KenaeM KnaccHcpHUHpoeaTh JJ.aHHhie (6yKnh1, ornH6KH, pacTeHH~ H T. Jl. ), pacnOJIO)KHB HX B onpeJJ.eJieHHOM nopHJJ.Ke no Ha6opy 51qeeK, TO B03HHKaeT BOnpoc 06 OIITHMaJibHOM pasMepe st11ei!KH. EcnH SILieltKa MaJia no cpaetteHHlO c pa3MepaMH 3neMeHTOB, TO BOSHHKaeT ueonpen.eneHHOCTb; eCJIH SllleUKa ClIHWKOM BeJIHKa, TO pacnono>KeHHe oy n.eT ne3eKTHBHblM. PaCCMOTpHM 9TY 3a .. n.a11y H HCCJien.yeM pOJib pa3JIHlf HbIX B03MO)l{HblX npaBHJI pacnoJIOiKeHHSl. Mb1 MomeM npHMeHHTb c.MemaHHy10 st11ettKy ( miscel· !aneozzs cell) ll.JISI 9JieMeHTOB, npHHall.Jie)KHOCTb KOTOpbIX K KaKO:tt• JIH6o onpen.eneHHOlt ~qettKe HeSICHa; Mbl MOJKeM TaK)Ke npHMeHHTb CHCTeMy nepeupecmHblX ccbl1tou (cross-references). 11HTepecuo cpaBHHT& eeKTHBHOCTb ooonx MeTon.oe 1). Hawe paccymlleHHe OCHOBbIBaeTCSI Ha oowett cpopMy ne ( 1.13 ):

l=-K

_!p1 lnp1,

(7.1)

J ablpaiKa10u1e1t HucpopMaunro ua CHl\IBOJI n.nsi cnyqa51, Korn.a JtenaeTCSI e1>1oop HS ueKoToporo 11Hcna cooblTHlt a, b, ... ,j, ..... , HMerowux anpHOpHble BepoHTHOCTH Pa,pb, ••• , p1, ••• flpH npH· MeHeHHH ll.BOHllHOii cecTeMbl K = logg e,

I=-

!.v 1og p 1

2

1,

(7.la)

i H HHcpopMaUHSI HSMepsieTCSI B ~BOHllHblX ell.HHHU3X. 1)

D. K.

3ra npo6neMa snepeble nocraeJICHa 11 o6cyiKJleHa MaK-.l(oHaJILJloM: C. MacDonald, J. Appl. Phys. 23, 529 (1952).

105

t] B KaqeCTBe ynpomeHHOH oTpeaKa JVIHHOH l Ha JIH1u11'l L TaK qTO KpaeshlM1'1 Jl1n-111H L paaJJ.eJieHa na N

cxeMbl paccMoTpHM pac·noJioJKeH1'1e noJIHOH ll.JI1'1Hhl L; noJIOJK1'1M, tJTO 9cJ>cpeKTaMH MOJKHO npene6peqb. cMeJKHbtx cerMeHTOB D.JIHHOH m,

> /,

TaK 4TO

(7.2)

Nm=L.

llJI1'1Ha m npe.a.cTaBJIHeT paaMep srqetiKH, " Mbl HmeM OflT1'1MaJibHYIO D.JIHHY m, T. e. TaKoe ee 3Ha1..1ettHe, Koropoe n.aeT HaH60JihlllYIO HHrpop:v.1auH10. 3ra cxeMa npeJJ.cTaaJieHa Ha pwc. 7 .1. PacnonoJK1'1M CJiyqaBHhtM o6pa30M Ha JIHH1'1H L cerMeHT AB D.JIHHOti I. Orpe30K CD npen.cTasJIHeT on.uv H3 siqeeK D.JIHnott m. Ecn" TOqKa A

m

! ...

..1 ....

I I

a-L-'

I

I

I

c

,..

I

I

A

I

J

Ill

I

I

I•

I

...

.,

I

L I

l

I

[

lJ

I I

I

m-l

....,

Puc. 7. L M o.!l,e JJh pa cnonomeHHH c Hqe.ltKaMH Jt.:tHHoA m =CD H IlJJMHotl pacno.'IaraeMbIX 9JieMeuros I= AB.

nona11aeT Me>KJJ.Y C a E, TO cerMeHT AB noJIHOCThto ttaXO.ll1'1TCH snyTP" ff qei1K1'1. EcJIH A nonan.aeT Memn.y E H D, TO cerMeHT nepeKpbtaaeT TOllKY D - MeCTO CThtKa n.syx HqeeK. Mbt HMeeM:

CD=m,

ED=!,

CE=m-l.

(7.3)

Ilpen.nonaraeTCH, qTo no11anan11e AB a J1106y10 aqeHKy eMeeT onaHaKosy10 sepoSITHOCTb. BepoSITHOCTh roro,. 4TO AB oKamerca noJIHOCTbto BHYTPH i-H SilfetiKH, ecTh

m-l

Pi= L

(7.4)

m

Pi= I JlJISI TOllellHblX 9JieMettToe). llTO AB oKa>KeTCSI nonnocTbro BHYTP"

(910 BhlpaJKettae CBOD.HTCSI K

IloJIHa51 eeposiTHOCTh Toro, Ka K 0 tt ... JI" 6 0 51qei1KH, paBtta i=N

P= ~ m-1 ~ i=J

L

= NopMaUHH, nonyqaeMoe

I/

B pesyJI&TaTe rrepeKpeCTHblX CCblJIOK,

In (2ml-/)

rerrepb, KOHe'IHO,

uttoe; naxo.a.R MaKcnMyM I no m, n, nonh3YHCb npe>KHUM 060anaqeuneM

m

7

= x,

nonyttHM ycnoene onTHMyMa; X=

2x-l

2x+l

2x-1 x-1'

ln--

(7.11)

108

fiPHJIOiKBHIUI K HBKOTOPblM CfiBUHAJlbHblM fl.POBJIRMAM (r.'I.

qTo llaeT x ~ 3ae11cnr OT L.

1,06;

7

HHrepeCHO 3aMeTHTb, qTo 9TO 3HalfeHHe He

B

TOM JKe cnyLiae, KOrlla Hawa KJiaCCHcpHKaUHOHHaH CHCTeMa CJIY)l(HT llJIH Henocpe.rr.cTBeHHOro HaKonneHHSI CTaTHCTHlleCKOit HHcj:>OpMaUHH, nepeKphlTHe TI03BOJIHeT HaM JIOKaJIH30BaTh 9JieMeHT. 8TO npHBOllHT K COOTHOllleHHIO

I)

I [( m- l l l] K = - 1 -m- ln l +-lnm l ' H ycnosHe onTnMyMa

6ylleT

(7.12)

Tenepb

x=-ln(x-1),

(7 .13)

OTKylla x ~ 1,28 - 3Ha4eHtte, TaKJKe He 3aancsi1uee OT L. CpaBHHM Tenepb KonnqecTso HHcflopMaunn Ha 9JieMeHT .rr.nH pa3J1HqHhlX MeTOllOB pacnOJIOJKeHHSI, BCHKH:tt pa3 npH OilTHMaJibHblX ycnoBHHX. B nepaoM cnyqae llBOtlHoro pacnonoJKeHHS1 npn onTHMaJihHOM 3H34eHHH ni/l Mbl HMeeM:

+ l n ( m-

I ) l l ( K opt= " l

I

) l -

+

2m l 2m - l'

(7.14)

HJIH

(k )opt= In ( ~) = 0,03,

(7. l 4a)

Tor4a KaK BO BTOpOM cnyqae

(k )opt= In ~- + 0,28.

(7 .15)

CpaaneuHe 9Toro nocnellHero 3HaqeHHS1 co cnyt1aeM cMemaHHoii ffqe:ttKH, paCCMOTpeHHO:tt B paa.rr.ene 1, noKa3blBaeT, 4TO CHCTeMa 4aottHoro pacnono>KeHHH oKa3hIBaeTCH nyqwei:t npn ycnosHH

m-1 1 T. e. Kor4a

+ In m-l / ;;:::: -

L

1, 11,

l

a npH TaKoM ManoM 3naqeHHH

L

CMhlCJia. 3aMeTHM

QTO

s

3aKJIIOQeHHe,

0,28, (7.16)

3allaqa pacnonoJKeHHH nuwaeTCSI He npellCT asnsieT rpy .rr.a pac...

CMOTpeHHe cxeMhl, B KOTOpott 9Jiel\leHTbl J(aHHblX HMetOT HeKOTopoe

3]

HAHBNf04HBRWBB qncno 9nBMBHTOB HA 04HY ~qBttKY

109

cTaTHCTHqecKoe pacnpeaenenne no BJIHHe. TaK, ecnn nnoTHOCTb eepoaTHOCTefi l ecTh p (l), TO, HanpHMep, an51 pacnonoJKeHHff co CMernaHHOR srqeRKott (CM. (7. 7)) HMeeM:

k=-5 {(1-~)1n[(1-!)[J+·!ln~}p(l)dl. (7.17) 00

EcnH B3RTh

p(l)={

i

DpH

Q~ {~lo,

npn

t> 1

0,

TO nocne HeKoTopwx npeoopaaosaHutt rronyqaeM ycnoeHe MaKCH· ManhHOtt HHcpopMaUHH:

m_ 1 lo -

+1n (

L

qTo .llnSI cnyqa51 ·-lo

=e, ri

Lio

)

m (m - lo) -

)g

(m 1 ( m ) lo n 11l - lo '

paccMoTpeHHoro paHee, .llSeT: m lo= 2,2.

(7 .18)

Bo ecex paccMOTpeHHblX npnMepax Mbl nMenn .lleno c 9neMeHTaMH, KOTOphte MoryT ObITh KnaccncpnunpoeaHbl (pacnonoJKeHbt) eaonh JIHHHH, B OBHOM H3Mepettnn. Cxo.nHhte coo6paJKeHH51 MoryT ObITh pa3BHThl anH 9JieMeHTOB, BaBHCflllJ.HX OT JlByx, Tpex n 6onee nepeMeHHhlx; TaKHe 9neMeHTht BOJIJKHbl ObJTh KnaccHcpnuHposaHhl Ha IIJIOCKOCTH, B o6oeMe HJIH B MHOfOMepHOM npocTpaHCTee. B 9THX ycnosHSIX cymecTBeHHO H3MeHHTCR nono>KeHHe c nepeKpbITHeM, TaK KaK OBHH 3JieMeHT MOJKeT Tenepb nepeKpbIBaTb HeCKOJihKO pa3JIHQHblX RqeeK.

3. Haee&1ron.neuwee 11ucJ10 9JieMenToe na on.uy sJieMenTapny10 H11eifKy Ha sonpoc o Hans1>1roanettweM qncne 9..1eMeHTOB MO>KHO nonyqHTh paanHQH~e OTBeTw s saBHCHMOCTH OT noaxoaa. CTaHeM Ha TOQKy apeHHR ¢naHKH H, paccMaTpHeaH uenu c onpeaeneH· HblMH IlOCTOHHHblMH BpeMeHH, 6y.neM CTpeMHTbC51 rronyqHTb Fianoon&IIIyto 9cpcpeKTHBHOCTh. H11mecneay1.0w_ee paccym.lleune

110

DPHJlO>KBHIUI K HBKOTOPLIM CnBUHAJlbHhlM nPOBJIBMAM [ r n.. 7

npHHa.nne>KHT P. M. YKHM, qTQ Mhl ucnoJih3yeM n paBHOOTCTOHIUHX 9HepreTH4.eCKHX ypOBHeft

(7.20) Ecnu eo36y>K.lleH uauehlcwun ypoaeHh En u 3aTyxattue npoucxollHT cor nacno (7 .19), TO, oqeeun.Ho, Mhl .llOJI>KHhl JKJJ.aTh, noKa E ynaJJ.eT llO 3Hat1eHHfl HH)l{e £ 0 rrpe1Klle qeM Mbl CMO>KeM OTC4H· TaTh cne.ny10my10 9Heprerut1ecKy10 cTyrrettb, Koropas MOJKeT 6h1Tb 0 unu E0• 3To eelleT K ycnoeu10

/2,

~=(n-l)Eoe-tl•, t

~=

I

- ln 2 (n _ l) = In [2 (n - 1)].

(7 .21)

BpeMs t, onpeJJ.enseMoe paeencTBOM (7 .21 ), npeJJ.cTaBn51eT KpaTqaRmun HHTepean Me>KJJ.Y JJ.BYMH cne.ny10muMu .llpyr 3a .npyroM HMny nhCaMu, ecnu Mbt XOTHM paanuqaTh HMnynbChl Tuna (7 .20). Ha npoTHJKettuu 6onhllloro apeMeuu T Mbl nMeeM oomee qnCJIO CMMBOJIOB

Q-I_-

t -

't

T ln [2 (n - 1)] •

(7.22)

nonaraH, qTo nee HMnynhchl HMe10T OllHHaKOBble anpuoptthte BepoHTHOCTH, nonyqHM HaMOOJiblllee BOSMO>KHOe KOJiuqecTBO HHcpOpMaUHH (CM. (1.6)):

I= KO ln n = KT f(n), 't

(7.23)

rAe

f

Inn

(n)

= ln [2 (n _.:.. l)} ~

(7.24)

3]

HAHBYrOnHBftmEE qncno 9nEMBHTOB HA OJI.HY HQEDKY

111

f

nocTpOHTL rpacpnK (n) KaK cpyHKUHIO uenoro 11nc.11a n, HaMeHHIOWerocsi OT 2 (JJ.BOH'IHblit KOJJ.) JJ.0 00 ( HenpepbIBHOe naMeHeHne); 9TOT rpaKno

f

'

I

0,77 -·· -

~6

0

*

...___,_--'------------n·

__.......___....,_....__.__,__._..__.-.a-......__

I

2

J

Pee. 7.2. rpacpHK

n = 4,6

I

5

(n)

6

7 8

9

= (ln n) fln [2 (n -

IO

1)J B cpyHKUHH n.

H, B03pacTaSI, CTpeMHTCff CHOBa K eJJ.HHHUe npH 011en& 6onhWMX 3Ha'leHH51X n. 3THM J10K338HO, QTO KOJIH'leCTBO HHcpOpMaUHH, nepeJJ.aeaeMoe aa .ll8HHOe epeMff, MaKCHManbHO B cny11a5IX JJ.BOH'IHOro TenerpacflHOro KOJJ.a H TeneciJOHHOD CBSI3H c HenpepNBHWM H3MeHeHHeM.

fJIABA 8

AHAnH3 CHfHAROB:METOn ~YPbE H IlPOUE,llYPhl OTCqETOB 1. Psu1 yphe B

nocJieJiyromnx rJiasax HaM noHa.n.oosircsi HeKoropr.1e MareMBTHlleCKMe pe3yJibT3Thl, OTHOCHUI.MeCH K aHaJIH3y pa3JIHqHoro po.lla CHrHaJIOB. H acToHmaR r JiaBa nocaHIUeHa c11creMaT11qecK0My 0030py MaTeMaTMqeCKHX MeTOJIOB H HX B33HMOOTHOllleHHft HallHeM TiycTb / (t) UMSl MO>KeT JISlIOIUHX. B

c pasJio):ofdt,

c_,.= c,.*,

(8.20)

- i:;2

f

r.ae (t)- eeruec1eeHHaff cpyHKUHH. TaK KaK HMnynhc paeeH Hyn10 BHe KOpOTKOrO HHTepeana 6, TO npe11.eJJh1 HHTerpHpoBaHHSI MO• ryr 6b1Tb B3SITbl paBHblMH -1- 6/2. Tipe.ZinOJIO>KHM, l{TO paCCTOSI• HHe 't Mem11.y coce.aHHMH HMnyJihCB~lH nocTeneHHO yeeJIHllHBaeTCSJ H CTpeMHTCSI B npe.a.ene K ()ecKOHe'IHOCTH. llHCKpernafl cyMMa

8) ,n;u1

119

HHTErP AJI 4>YPbB

f

(t)

MOiKeT 6b1Tb san11caHa n n11.ne

!

co

!

00

/ (t) =

Cnei2r.vnt

An=

Cn'te-i2r.vt Jl'I,

'Jn= nvo,

-co

-oo

!l.n = 1,

s

Kor .na "t oqeHb neJIHKO, cyMMa nepexoJI.HT

HHTerpan

co t-

S

oo: /(i) =

C (v} ei2~• 1 dv,

(8. 21)

V=-CO

00

Jim (Cnt) = C (v) 1:-co

= S f (t) e-i2

r.• 1

t

dt = C* (- v). (8.22)

-00

B

HHTerpaJie (8.22) MH1erp11ponaH11e e .netic1n111eJibHOCTH npo· MCXO,llHT Ha HHTepnaJie 6, COOTBeTCTByIOULe~ O,llHHOQHOMy HM-

nynbcy,

raK

KaK /

(t) :;i:: 0

TOJibKO np11 -

6/2

< t K.ny

JIHHHSIMH JI.HCKpeTHoro cneKTpa p11c. 8.4. Pane1-1c1na (8.21) H (8.22) noKa3blB3lOT nOJIHYIO B3aHMHOCTb Mem.ny nepeMeHHblMH H v: ec1111 HMnyJibC / (t) MMeer cneKTP C (v), ro HMnyJibC C (t) HMeeT cneKTP ('J). Ecn11 HMnyJibC CHMMe1p11qeH, TO 11 cne1a1, yphe cnpaae,ZI.JIHBO paaeHcreo Tiapceea;n:t, CXO,llHOe c paaeHCTBOM (8.1 2), OTHOCHlllHMCH K PH.ll.Y 4>ypbe • .l\/\bl HMeeM:

j" If \2 dt =Sf*f dt =ff *dt SC (v) ei'211:vt dv. 3,ZI.ecb f (t) 6b1J10 aaMeHeHo cooTeeTcTeyromnM HHTerpaJIOM yphe Ha OCHOB3HHH (8.21 ). 11HTerpupysr no t H SaMeqas, llTO

l f * (t)

ei2.:vt

dv

= C* (v),

31

121

HHTF.rPAJI tl>YPbE

flpnuoyeoflbtfbtU uunylloc

8(v)

t(t} 1

_______..__..,__________ t

_§ 0

2

~

1 0 1 i - 281 28, T 1

1I

2

- e,

Cz11a}f(eHH01u 11uny11bC

e,

v 1

f(t)

-VH

-e,

tlv, 0

"l)H

_Jt12(j 0 ~ z

- 1

TpeyaOJlbHb!U 11MflYl7bC

f(t) 2

-(),

0

_fh_ i

lb_

e,

2

t

_L

t

o, -2l

1

1

2e1 tJ1

'aycfiafJ UMflYl1bC f t)

1

-20, Puc. 8.5. OpHMepbl cf>yHKunfi H Hx cneKrpos. t,

3TH rpaKJI.Y t u t dt, onpeJI.eJ1HercS1 KaK

l:i

+

p (t) dt =

~ If (t) I' dt,

(8.40)

rlle E ecr& no11nast 9HeprHH eOJIHhl, onpeJI.enHeMa51 (8.29), 113 KOToporo cJJe,llyer: co

sp(t)dt=l.

(8.40a)

-co

AHanor11qno, eepoHTHOCTb roro, qTo 4aCTOTa aaKJI10qena Mem.n:y v dv., pauna H v

+

(8.41) co

SP(v)dv=l.

(8.41 a)

-~

Tenep& cpe,nHee upeMSI noguneHHSI CHrnana ecT& 00

t0 =

Stp (t) dt,

(8.42)

-co

n cpe.llHHSI t1acr0Ta 00

v0 =

SvP(v) dv. -co

1)

CM., uaupuep, P. Ga b or, MIT Lectures, 1951.

(8.43)

oJ

COOTHOWBHHH HEOIIPHJIBJIHJIHOCTH

127

COOTHOl.lleHHHMH

t = f0

+t

v = v0

1,

+

"1·

CpeJIHHe KBaJI.parhI 9THx yKJIOHeHHtl paBHhl co

00

t: = .\ t:p (t) dt,

v! =

-co

Sv:P(v)dv.

(8.44)

-oo

Mb! onpeJI.e1u1eM cpeJIHHe OIUHOKH At no apeMeHH H Av no 1la· crore KaK

At=Vat!,

Av=-Vav!

(8.45)

H BblOHpaeM flOCTOSIHHyIO a T aK, lJTOOhl y .U.OBJieTBOpHJIOCb ycno· BHe (8.30a). HHaqe roaopsi, Mhl BblOHpaeM a TaK, llTOObl OhlJIO

(8.45a)

c

DOMOlllbIO (8.40), (8.41) H (8.44) nonyqHM BMeCTO (8.45a). co

00

a'

S t~f* (t)f (t) dt S v;c* (v) C (v) dv ~ E9.

i=·-CO

V=-CO

Bea norepu o6mHocru MO}l{HO noJJO>KHTh

ti= t

H '11

(8.46)

= V.

IlepBblM mar TO}l{,!leCTBa

B

t 0 = 0 H v0 = O; ror Jia

onpeJieJieHHH a COCTOHT B JIOKasareJibCTBe

co

u..

v9C* (v) C (v) dv = -

S 9=-oo

s

1 /* (t) d~ dtt dt, 4n: 2 t=-co

(8.47)

qro MO>KHO CJieJiaTb npH ycnoaHH, lJTO KaK / (t), raK H C (v) JI.HcpcpepeHu11pyeMhl H .llOCraToqHo ohlcrpo yohlna10T. HHrerpan 4>yp1>e (8.21) .naeT:

sc co

d2~ J dt

2 -

v==-w

(v) {- 4rc 2v2)

e'2nivt

dv,

l rn.

AHAJIH3 CHf HAJIOB

l28

8

H, T3KHM o6pa30M, 00

co

00

S /*~{.di=- 4it S 2

t=-oo

'V

~· f*e2r.M dt.

2

C (v) dv

t=-co

'11=-oo

HHTerpan no t ecTb He llTO HHOe, KaK C* (v) (cM. (8.22) ), u TO)KJI.eCTBO (8.4 7) 9THM JIOKa3aHO. IlpHMeHHH (8.47), MOiKHO nepenwcaTb (8.46) B BH]le

sr· !i. dt ~ I 00

(X)

- :;. s

t~* I dt

t=-00

t=-00

00

/*I dtr. (8.48)

s t-=-00

llnH JI.aJihHeDruero eocnonbayeMC51 HepaeeHcTBOM lilsapua

4

sF*Fdt s O*Qdt~I s (F*O+FO*)dtj

1 )

2

(8.49)



rJI.e

F=tf, BhtqncJIHH eTopoR MHTerpan no 1.1acTHM 11 yqHTbIBaH, qro MHTC51 K HY JTIO Ha oecKOHe 1u1ocTH, nony4aeM: 00

l

J

00

G*Odt=

-oo

s df* !!!_ dt-f* df dt dt dt

-oo

00

00

-

c1pe~

d 2f

Sf * -dt:!.d t =

-oo

- s!*di/

f

(X)

-

-

dt-:4

dt •

(8.50)

-co

VIHTerpwpyeM TaKJKe llaCTHM:

npaey10

qacTb

00

St(t*

HepaeeHCTea Weapua no

00

':ft +Id~ )dt=(tlfl >I 2

-co

-oo

-co

H HepaeeHCTBO Weapua npMHHMaeT Teneph BHJl (X)

co

-co

-oo

-4 1)

,lloKa3arenbCTBO KOHU.e STOA rnaBbl.

st~'ff* dt s/* ~'{. dt~E,,., HepaBeHCTBa illBapu.a .Z.HlHO

B

npttw1IO>Kem1tt

l:J

5]

129

COOTHOIJ!BHHE HEOnPEJIEJIEHHOCTH

CpaBHeHHe

c (8.48)

noKa3blBaer, qro Hy>KHO B3SITb

a2

= 161tg

HJIH

a= 41t,

onpeACJI5le~c

T. e. Mbl

HHTepecHo

cpaBHHTh

9TH

onpeJie.TieHHH

c

TeMH,

KOTOpb1e

(8.31) H (8.32). B npe.nll!eCTBYIOlllCM (8.25), (8.27) H (8.28) Mbl HMeJIH JJ,JIH~ 1/61. HOBble onpeJICJICHH5l JiaIO'f:

Bblpa)KeHbl COOTHOIJ!CHHSIMH paa.u.ene

JIJUI

TCJlhHOCTb

(8.25):

a.

npHMepoB H TIOJIOcy

E = 61,

V;

l::.t =

l::.v

61,

= oo,

l::.tl::.v

= oo;

(8.27):

(8.28): B

Bb1q11cneHHHX, npeJIOCTaBnHeMhlX

q0TaTeJ110, BCTpe4aJOTCSI

HH ..

TerpaJibl 00

sin x )2 ( S x . dx='TC,

-oo

-oo

-oo

Bo MHOf HX CTaThHX H pyKOBOJICTBaX no KBaHTOBOtt MexaHHKe npHHHMaeTCH

a= 2. 8. 1t=

Tor Jia

V

2t,2

= .y. rAt21t ,

EcnH TaKHe )Ke onpe.neneHHH npHHHTbl ll.JIH HollieHHe HeonpeJieJleHHOCTM npHHHMaeT BMA

~iqdJ]J;:;: It.

5

Jl,

J3pBJIJll03B

Av

8. 1v= -.r , , 21t

8. 1q

11

dJ]J,

TO coor-

[rn. 8

AHAJIH8 CHrHAJIOB

130

9r11 onp~neJietHHI npeJicTaBJI5llOTC51 HenpaKTHl.JHblMH B CBere npe,llLI1ecrBy10mero 06cynKHH5l rpatth AvAt JieJIHTCH Ha 21t. LlJIH cny1..1aH reJieBHJieHHH, ynoMSIHyToro B npell,hllIYIUeM pasneJie, 9TO 03Ha4aJIO 6hl, 4TO Jl,0CTaTOllHa noJioca OKOJIO 1 MKeHephl TeneBHJJ.eHH5l saMeHHJJH Ohl noJiocy 6 M21' rnecrhIO noJiocaMH no I Mzij. ecnH Ohl 9TO OhIJIO B03MO)KHO.

6. CTeneHH

CBOOOiI,bl

cooom.eHHH

PaccMorpHM reneph cne,n:y10W.Hti eonpoc: HeKoropa5l QJYHK~ UHH epeMeHH f (t) HMeer cneKrp, He COJiep>Kau1Hit 1..1acror Bhuue -v M, H cymecrayer Ha npoMe>KyrKe epeMeHH 't. CKOJihKO 11apaMerpoe (HJIH creneHeti ceo60JJ.hl) ueo6xOJJ.HMO JIJJR onpeneneHHst raKoti cpyHII raKoti cpyHKUHH HMeercH TOJihKO

(8.51)

N=2VM"t

>

(npelI.CTOJJaraH, 4TO 'J Af't 1) He3aBHCHMhIX napaMeTpOB, H OOCy· JIHM pa3JIH4Hbie B03MOlKHble BhI60phI 9THX napaMerpoe, a raKJKe HeJ{OTOpble o6mHe CBOtiCTBa paccMaTpHeaeMblX QJYHKUHii. 3aMeTHM npe2KJJ.e acero, llTO cpyHKUHH He onpeJieJieHa nonHOCThlO, eCJIH sa.uaHbl ee 3Ha4eHH5l TOJibKO Ha KOHellHOM HHTepBaJJe, HanpHMep 0 t 't. LlJIH KOppeKTHOti nocraHOBKH sana4H HyJKHO sanarb 3Ha 4eHHH QJYHKUHH lI.0 0 H llOCJie 't. IlpH 9TOM He Jl,QJI)KHQ JI06aBJl5ITbCff llTO-JlHOO K HHcpOpMaUHH, conepma .. w.eticH e coo6meHHH f (t). MOJ:KHO npHMeHHTh .uea pasnHllHhIX onpeJJ.eJieHH51. A. n e pH 0 Jl. H q e c Ka 51 cp y HK u H 51 I (t), oeCKOHe4HO noerop5110ma5I XOJJ. / Me>KJJ.y 0 H 't:


KJJ.eCTBe JlarpaH>Ka:

~

+

!

nM

n= I

cos ncp

= -2 1

+ nM

!

sin



e'"'P=

(nM + ~ h ,

2 sin (

n=-nM

r .ue 6epercsi q> = w0t. 8ra ¢YHKUHH paeHa n1u

i)

'

,

(8.61)

+ -21- rrpn t = 0

unn t = q't, rJJ.e aHaMenarenh paaeH HY n10. 0Ha KoJieonercSJ u oopaw.aetCH B HYJib B T04Kax

(nM + {-) w0t ='It, ~

t = N,

27t, ••• ,

21 m'C N , ••• , N ,

eCJIH m He SIBJISieTCSJ uenhlM.. KpaTHbl.M

mrr, .

m =/=. qN,

fJ...

:.

- ·-

6]

133

CTBnBHH CBOBOJlY COOBlUBHHSl

MY MoJKeM BBHTh JlJTH uaweD HMny11bCHOR

(8.64)

Senn

>t u 'tt

eeJlHKH, To v0 u

'1 1 npette6pemH~O MaJlbl

no cpas-

7)

135

MBTO.ll OTCqBTOB WBHHOHA

vMt

HeHHIO c BhlCrneft lJ3CTOTOf1

H Mhl HMeeM:

nonttoe qucno ro4eK orcqera cocraBnHer reneph:

(8.65) Vla lfHCna 9THX N 1 roqeK Mhl HMeeM N ro'leK, nonaJI.a10m11x B 11epeoHa'lanhHb1ti Httrepsan 0 t 't, H N 1 -N roqeK s HH· Tepsane 't OTC4eThl

vM,

2vM



(8. 70a)

137

81 OTKYJ13

I

cos 2rev td v =

g(t)=-2vM

1 -2vM --"'M

v=-"'M

f (t)

=!

ei21tv 1dv (8. 71)

+'JM

s

~:

m

ei2ttv (t-m6)

d~,

(8. 72)

-vM

06n.u1e np0HuHnb1 9TOfi npooneMhl OhlJIH oTKpblTbl HeaaeHCHMO HeCKOJibKHMH yqeHblMH. 0epBOH3lJ3JlhHaSI HJI.eSI npHH3JlJie)KHT, DO .. 2

BH.llHMOMY' y HTTeKepy ( 1915 r.) I, ). llaJibHefirnHe Il0Jlp06HOCTH H npHJIO)KeHHSI Jl3Hbl B paa.nenax 6 H 7 r Jl3Bhl 17.

8. Hu(f>opMaUHOHHhre gqeifKn faiioopa Ilsa paCCMOTpeHHhlX npeJICTaBJieHHSI SIBJISHOTCSI qaCTHblMH CJIY .. 3 1.1asiMH oonee o6w.ero Mero.na, paccMorpeHHoro f9fi6opoM ). l

a

3/1

I

0

I

'(

R11eltxo '1. v ·J t • 1

-- t

V1 !/'It

-- t

0

Puc. 8. 7. PaaJJH'IHbltl: &bloop HlJeeK eJJ.HHH'IHOil DJIOlll8JlH ua nnocKOCTH v, t:

-v,t

Ha nnocKOCTH o6nacrh, aaHHMaeMaSI ¢yHKUHefi, eCTh npsiMoyronbHHK 'V M't (pHC. 8. 7). 3ror npSIMOyrOJibHHK MOiKeT 6b1Tb paa]leJieH Ha 9JieMeHrapHhle HqefiKH e.nHHH4HOfi nnow.a.nH

llvllt=l, H B Ka)K.nOfi siqefiKe

¢yHKUHSI HMeer .nae COCT3BJISllOW,He -

(8.73) CHl\f-

1) E. T. W h it taker, Proc. ~oy. Soc.t Edinburgh 35, 181 (1915). 2

B 01t1er ne:eoil H coepeMenHoil cJ>opMe pa3nolKee:e:e (8. 70) )lano B. A. KoreJJbHHKOBblM e 1933 r. (flpu.M. nepeB.) 3 ) D . 0 ab or, Theory of Communication, J. Inst. EL Eng. 93, Ill, 429 (1946); 94, Ill, 369 (1947): CM. 1aKlKe Phil. Mag. (7] 41, 1161 (1950): La Cybernetique, p. 115, Editions Revue d'Optique, Parist 1951. )

138

AHAJUl3 CHrHAJIOB

[rn ..

8

MeTpH4HYIO H aHTRC11MMetpHlfHYIO, - .zise 9JieMeHrapHbie cpyHKUHH, AMnJIB~ HCnOJib3YIOlllHe m1-1pHHY nOJIOCht d'J H .zinHTeJihHOCTb Ty .llhl ooeux cpyHKUHtl .llOJl'.IKHbl Obi Tb 3aD.aHhl H nOJIHOCTblO onpe .. .ziensnor Harny cpyHKUHIO (t). 411cno siqeeK paauo

at.

f

n=

YM't•

l.J'HCJIO COCT3BJISllOillHX

N= 2n= 2vM't,

(8.7 4)

KaK a (8.51 ). opMa HlfeeK He Hrpaer ponH; HMeer aHa4eHBe TOJihKO HX IlJIOllla.llh. P51D. KeHue (8.80) COJiepiKHT ronhKO nM 1 cTeneHeR ceooonb1, TaK KaK MbI n0Tep>1nu nM cpaa. Or paano>KeHHfi Ke1 OblTb eoccTaHoeneHa no oTcqeraM, KaK

+

B

(8.60): nM

R(t 0)=

,!

Rm[g(fo-m6)+g(t0 +mfl)J+R0g(t0),

(8.86)

m=l

r Jle tj>yHKUHSI g· onpeJieJieHa paeeHCTBOM (8.62) . N. Wiener, Acta Math. 55, 117 (1930); A. K hi n tchi ne, Math. Ann. 109, 604 (1934); Y. W. Lee, T. P. Che at ham, J. B. Wiesner, MIT Report N2 141, 1949. 1)

I 0)

141

nHHBRHYB nPB06PA30BAHHH A ~HJihTP~

+

9Ta npouell.ypa HCnOJib3YeT TOJibKO nM 1 CTeneHeit CBO· 00.ll.bl HCXOll.HOA QJYHKLUUI H3 o6mero lJHCJia 2nM 1. 0Ha c. ycnexoM np11MeHs:1eTCH ao scex sall.a11ax, e K0Topb1x cpaahl rpn HeH3BeCTHhl JIHOO no npHllHHe HX CJiyqattHOCTH (npo6JieMbl rnyMa), JIH60 BCJieJlCTBHe roro, tfTO H3MepHTfJihHblt1 npouecc He B coCT051HHH 06HapyJKHTb QJ330Bhle yrJIId (HanpHMep, HCCJiell.OBaHHe crpoeHwsi KpHCTannoa peHTreHOBhlMH nyttaMH). BMecTo KOMnneKcHoro pHll.8 ct>yphe (8. 76) ll.JIH (t) Mbl MOJKeM eocnoJih30eaThCH pHJlOM ct>yphe s aemecTBeHttott cpopMe (8.54):

+

f

nM

f

(t) =

-~ Ao+

,!

An cos (nw 0t

+ cpn), (8.87)

n=I

H cor JI8CHO

(8.80) nM

R (t0) =

! Ai+ ~ !

A: cos (nw0t 0).

(8.88)

n=J

Benh1tt (TenJiosott) lllyM, HanpHMep, ll.aeT nocTOSIHHOe SHa11eHHe A~, He 38BHCHIIJ,ee OT n.

to.

JlHHeHHble npeoopaaoBaHHB H l)lHJILTphl

MOIIJ,Hhlf-1 MeTOll. HCCJiell.OBaHHSI cpyHKilHtt OCHOBaH Ha JIHHettHiilX npeoopaaosattHHx 1). PaccMorpuM cpyHKUHEO H ee HHTerpan

H. Lab {oust e, l. Lab roust e, Comptes Rend. 184, 259 (1927); Ann. Inst. Phys. Globe Univ. Paris 7, 190 (1929); 9, 99 (1931); 11, 93 (1933): Terrestrial Magnetism and Atrn. Elec. 41, 15, 105 (1936); H. Dev Tables nurneriquest Evreux, Paris, 1930; M. Levy, Comptes Rend. 198, 2222 (1934); 199, 1031 (1934); 200, 646 (1935); Ph. D. thesis, Paris, 1951. H. Labrouste 3aHHMa.1Jcs:1 cneu;HanhHO cnyt.1aeM tJHCneHHoro B.blt.1HcneHHH no JJ.HCKpetHblM suatJeHHHM ynKUHH. OH rronh3osancH o6lJ.lHM npeoopasoBauneM BHJJ.a 1)

e,

F (t)

=!

"

Cfnf (t

+ nt),

r)le n - u;enoe. M. Levy 0606lJ.lH.rr peJynbTarbl JJ.JIR nurerpanbHoro npe06pa3osauH11 BHJJ.a (8.91).

142

Ll'Jl. ~

AHAJIM3 CHrHAJIOH

f (t)

=Sc

(v) e2"ivt d"

(8.89)

i ('1) e2r.M dv,

(8.90)

B ¢yHKUHIO npeoopa30BaHHH

~ (0) = ll.OCTaTOttHO

ObICTPO onpe~ensercs KaK

npeo6pa30BaHH8~

YOb1BaIOmy10.

F(t)= u

s

st(t+8)~(8)d6

cpyHKUHSJ

(8.91)

Mo:>KeT OhlTh npe.u.cTaeneHa MHTerpanOM yphe

SC (v) e dt = Sf (t') e-

12"' 1 dv,

F (t) = r~e

C(v) =

S

Fe-12-ir.•t

12 "' 1'

(8.92)

S~ (0) e+12r.,e dB. t' = t + B.)

dt'

(3.nech HcnonhBOBaHO (8.91) H nonoiKeHO paBHhl COOTBeTCTBeHHO C (v) H (v), TaK 4.TO

r*

YIHTerpanhl

C(v) = c (v) r* ('1).

(8.93)

TaKHM oopaBOM, npuMeHeHMe cpyHKUHH npeoopaBOB3HHSI r.p 9KBHBaJJeHTHO cf>HJlbTpauuu npu flOMOIIJ.H cf>HJibTpa c nepe.u.aT04.· Hoit cpyHKuueii T('v). JlaopycT u Jlesu pacCMOTpenu pSI~ cpyHK.. UHii npeoopaBOB3HHSI, DOBBOJl5110lll,HX Bbl.lleJIHTh CHHyCOH,ll3JlbHble COCTaBJl5IIOlllHe HB CJIOiKHhIX KPHBhIX, nonyqeHHhIX nyTeM 9KCnepHMeHTa. Pa3JJH4.Hble HMnynhChI (8.25)-(8.28), HanpuMep, ~aIOT nepe~aT04.Hble cpyHKUHH, COOTBeTCTByIOmHe HX cneKTpaM, H MOryT npHMeHHThCH ,llJISI npeo6pa3osaHH5I. yHKUH51 (8.91) eCTh npocro B3aHMHa51 KOppenHUH51 MeiK,ny cpyHKUH51MH 11 r.p. Kor.na r.p COBrra~aeT c /, Mbl nonyqaeM aBTOKOppeJJ51UHIO cpyHKUHH /, H paBeHCTBa (8.91) H (8.93) CXO~Hhl c (8.77) H (8.79). Yro6hI noKasaTh CB513h MeiK.llY pe3y nhraTaMH pasnH4HhlX pa3.u.enos 9TOii r naehl, paCCMOTPHM npHMep. Ilpe.u.noJJO>KHM, 4.TO Mbl paCCM3TpHBaeM 9KCnepHMeHT3JlbHYIO KpHByIO (t), OTHOCHTeJlbHO KOTOpoii HBBeCTHO, 4.TO ll3CT0Thl Ilhlllle HeKOTOPO" VM sanucaHbl ne OlleHh Ha,lle>KHO. y crpaHHM, npem.u.e Bcero, 9TH ll3CTOTbl, qTO MO>KHO c~enaTh npu noMow.u npeoopasouaHHSI (8.91} c cpyHK·

f

f

nHHE~H~H UPEOSPASOBAHHH n •nn&TPbI

10]

UHe~ npeoopaaoeaHHH

F (t) yHKUIHl r.p

(6)

(8.26);

Ayncuo eblqncnnTh

sin (2rcv MO) B) 2rcvMa dB.

= 2vM S/(t +

f l

1

npH

0

npu

Iv I~ "M' Iv i > "M·

Ilpeo6pa30BaHHe npe.ncraBnHet H.neanhHhiti 11

(8.94)

peBKO orpaHHqeHa Ha qacTOTe VM; ee cneKtp

1 (v) = CTOT

143

UOJJ,aBnHeT

Bee

BhlCOKHe

Hnhtp

qacTOThI.

HHJKHHx qa-

OHO

er Jia)l{HBaet

9KCnepHMeHranhHYIO KpHey10 H yctpaH5IeT OCTpbie yr nhI H pbIBhI, Kotopb1e

F (t)

MoryT

-6hITh

coMHHtenhHhtMH.

HoBasi

pa3-

cpyHKUHH

11MeeT otqeTnuey10 rpau11uy npu VM.

EcnH Haonio.neHHe Benach aa

apeMH

cpyHKUHH

tt,

co.nepncH'f

TOnbKO

N= 2\IM

't

cteneHe~ caoooJJ.1>1 (cM. (8.51 )). Mhl paccMarpusaeM ee KaK cpyHKUHIO OJI,HHOqHoro coo6meHHH (pa3.nen 6, B) H npHMeHHeM MeTOJJ. orcqetoB WeHHona (paa.nen 7) c HHtepBaJioM otctt:e·roa

(8.68): l Bum=-2-· VM

OnepauHH

OTClfHT&IBaHHff

cne.noaaTeJibHOCThIO

FM= F (m9um).

3aMeH5Iet

HMny Jib COB

c

uenpepbIBHYJO OTC qHTaHHbIMH

KpMBYIO

no-

aMnJIHTY JJ.aMH

nocJieJI,OBateJibHOCTb HMnyJihCOB Hl\leet renepb yKa3aHO

B

pa3.n;eJie 1

(8.9), (8.11) H p11c. 8.1 ). CneKTp COCT011T cneKtpa (Iv I~ "M), nostopHeMoro nepHo.n;H4ecKH

HB

HCXOJJ,HOro

oeCKOHellHO

npOT.sJJKeHHblti

cneKTp, KaK

(CM.

qacTOT c nepHO.ll;OM 2YM. Otcllethl Moryt nepe.naeatbCH no cHcteMe MeTOJJ.OB COBpeMeHHOti HMilYJihCHOti texHHKH.

B)I.OJih wKaJihI

CBSIBH

OJI,HHM 113

3rH 0TC4eTw BOC-

np0113BO..ll.HTCSI Ha np11eMHO~ CTaHUHH, H Ba,aaqa COCT011T

F (t).

CTaHOBJieHHH HenpephIBHOti KpHsott 9JieKtpHqeCKHM nyTeM JJ,eJI5IJOIUero OJI.HY

113

npH

DOMOIUH

OJJ.HH3KOBhlX

8to

MO}f{HO

IlOJIOCOBOro

tiaCTOTHhIX

B

c.nenath

cpHnbtpa, BbI-

DOJIOC

p11c.

To )Ke caMoe MO)KHO c.nenaTh u nyreM BhI4HCJieHHSI cyMMhI

F(t)- ~ F

-~ m

sin m

'lt

(2vM t-m)

rc(2v~-wt-m)'

BOC-

8.1.

(8. 70): 8 94 (.a)

144

frn. 8

AHAJIH3 cnrHAJIOB

qTO CHOBa COOTBeTCTeyeT MaTeMaTHqecKOMY OTIHCaHHIO neUCTBH~ HJJ.eanbHOro cpHJibTpa HHiKHHX llaCTOT. .[lnSl BhlllHCneHHSl cpyHKUHH e MOMeHT t HaM ey:>KHbl e npneuHne ece OTClleThl JJ.O H nocne t. EcnH Mbl XOTHM BOCCTaHOBHTb F (t) c TO'IHOCTbEO .no 10-1, Mbl .noniKHhI pacnonaraTh no MeHhrnett Mepe 1O' qneHaMH JJ.O H nocne MOMeHTa t, TaK KaK qneHbl pa3nOJKeHHH y6b1BaEOT OlleHh Me.nneHHO, ecero nnmb KaK m- 1 unu (t' - t)- 1 • OJJ.HaKo eb1llHcnee11e BblllienpHBeJJ.eHHOlt cyMMbl SIB.TIHeTCH, nO~BHJlHMOMY' HaunyqrnHM nyTeM K BOCcTaHOBneHHIO KpHBOit, ecnH TpeoyeTCSI BblCOKaH TOqHOCTh.

1 1.

AnaJIH3 opMynhl 51BJH110TC51 npSIMbIM OOo6meHHeM u (8.3). CooTseTCTB11e oe5oaHa4eHHi1 TaKoso:

't:

OCHOBl-la5I 4aCTOTa Vo:

d 1, d 2, d 3, b1, b-}.1 b3,

HOMep rapMOHHKH n:

h1' hi, ha.

nepnoJI.

(8.1 ), (8.2)

(rn. 8

AHAJlH3 CJtirHAJIOB

146

B TpexMepHoM cneKTpe Moryr ecrperuthCH pasnaqHoro po4a orpaHHqeHHH.

A. Tpu omoeJtbHblX npeoe1ta 8 mpex Hanpa8JteHllJlX

I h1b1 I ~Pt, Ih.,,b.,, I ~ P2' I haba I ~ p3,

{8.99)

OTKyna (CM. PHC. 8.11)

l h1 I~~;= P1d1, I h9. !~ P2d2, Iha ~ pada. J

Be.rr11QHHb1 p1 p.,, p3 npe.n:craBJIHIOT HaHBhICll.IHe qacTO'fbI B nanpaB· neHHSIX 1, 2, 3. 3a.llaqa npe.n.CTaBJISieT COOOii nonpocTy HaJIO>Ke· nHe rpex oT,n:enbH~x o.n:HoMepHMx aa,n:aq THna A (CM. paa.n:en 6 !/J

Y2

PHc. 8.11. 06parHafI pernenca onpe· ]leJlfleTCJI BeKTOpaMH bi, bi, b,,. To'IKH pemeTKH JJe>KaT BHyTpH noKa3aHHoro Ha

p3 -

pucynKe nap&JJJJeJJemmcJl.a, ecJm p1. p2, HaHBbICLUHe qaCTOTbl B Tpex M3MepeHlH1X.

9TOA r.rraew). aHa qeHuii:

B

PHc. 8.12.

06patHaH perneTKa onpeJle.TJeua BeKTopaMH bi, b:z, bi. p He aaBHCHT oT TO'llKH petuCTKH BHC pa.1rnyca p HCKJHOlfCHbl.

Hu160.11&ll1aH qacToTa

HanpaBJJCHHSI,

cepb?

I{

sroM rrpHMepe HMeeM TaKoe cootaeTCTBHe ooo-

HaHBbICIIIas. qacroTa

'i M • • •

P1P2Pa·

B. PaccMorpHM eiJUH.blU npeiJeA ttacmombl p npH yc.rrOBHH (8.100) (pHC. 8.12). 9TO ycnOBHe COOTBercreyer KpaTttaitrneii .ll.JIHHe BOJIHbI 1/ p. Oocy ,n:HM no,npo6Hee ero cp11aHqecKwtt CMhICJI. Kan~ .. n.aH cocrae.rrsuomaH h1 h.,, h3 e paano:>KeHHH (8.97) Bb1paiKaeT

11 J

AHAJIH3

~YPbB

e

cuHycoK.ll.8JibHOe pacnpe.lleneHue Jie)Kamne B IlJIOCKOCTH

h1b1X1

147

H METOA OTC4ETOB npocTpaHcTse.

Bee

T04KK,

+ h2b2X2 + hab3X3 = 0,

HMelOT TY )Ke cpasy, ttTO H B Ha4aJie. Llpyrne napaJIJieJ1bHh1e rIJIOCKOCTH c OAMH3KOBOii cpasoii HaXO.llSITCSI l:f 3 COOTHOWeHKSI

h 1b1x 1

+ h9.b9.x'J + h b x 3 3

r.rr.e ni - uenoe. llJinHa BOJIHbI coce.rr.HHMH flJIOCKOCTSl~1H dm

3

= m,

A

=

ecrh paccroHHHe Mem.ny JJ.BYMH -+- 1, H JiefKO HatiTH:

(8. IOOa) r JI.e p onpeJI.eJieHo (8.100). DOJlhlllMe SHal:JeHHSI h COOTBeTCTByIOT KOpOTKHM BOJIHaM. BeKTOp (h 1b 1, h'1.b 2, h 3b8) opToroHaJieH nnoCKOCT5IM BOJIH, H ero JI.JIMHa eCTb 1 l,

ecnu p1p2pa

p'Jd'J>t,

MHoro OOJibIIIe,

Pada>l.

Il poueJI.ypa OTC4HThlB8HlUI, OTIHCaHHaSI B pa3JJ.eJie 6 (CM. (8.59)-(8.64)) 1-1enocpe.llCTBeHHO npnMeHKMa npH np5IMOyroJihHOfl perneTKe c N T04KaMH OTc4eta BHYTPK SJ4etiKH d 1d 2d 3: Xis=

m1e., (8 .. 103)

148

(r11 . 8

AHAJIH3 CHf HAJIOB

3.nec& UMeeTCSI COOTBeTCTBHe: HHTepeaJI OTC'IeTOB l1cXO,llH8SI cpyHKUHSI nerKO npH IlOMOIUH TpOi1HOit cyMMbI

F=

!

6, •.• ,

e., ;2,

;3•

BOCCTaHaBJIHBaeTC51

no

OTCqeraM

Fm 1m2 m3 gt (Xi - m1e1) g'I. (x2 - m2E2) X (8.104)

rJJ.e

Fm 1m2m3 = F (m1~1t m2e2, msea). yHKUHSI

g

Oh1na onpe11.e.11eHa paBeHcTBOM

g;

( X; )

=

sin (N;1tb;xi) N· sin (1tb·X·)'

'

(8.62):

i= 1, 2, 3,

(8.105)

' '

ecnH npHHHTh BO BHHMaHHe COOTBeTCTBHe OOOBHaqeHHtt. 3aAaqa, TaKHM o6pa30M, UOJIHOCTblO peweHa, H MeTOJJ. OTC'IeTOB npH .. MeHSieTCSI OeB BCSIKHX BaTpy.nHeHHit. BTopaH saAaqa, B, c eAHHCTBeHHbIM npe.nenoM p (CM. ( 8.100)) 51BJISieTCSI oonee CJIOJKHOit. Mbl nerKO Hai1.neM KOHelIHOe qHCJIO creneHeit CBOOOAbI, HO MeTO,U OTC'IeTOB MOJKeT 6hITb JIHWb Ha· MeqeH H OCTaeTC.51 npe.nMeTOM o6cy)KJJ.eHHSI. CocTaBJIH1011u1e KHT TOJihKO

npe.u:cTaBJJeHHH

Heno..

cpyHKUHH

He3anpH

nOMOWH OTC4eTOB HeOOXO,lLHMO HMeTh B CHJIY CHMMeTpHH TOJlhKO

I

2

N

oTctJeToB Ha npoTH>KeHHH nonoBHHhI 9JieMeHTapHoti KpHCTan-

JIHtJecKoti HtJetiKH. 1

Jlpyroti MOWHhlti MeTO.Q HCCJJe.QOB3HH51 npe.QJJO>KeH nenHHCKHM ) flO.lL H33BaHHeM

KOHBO.ll10f;'1llU.

npeoopa30B3HHHM, .QJISI

Tpex

npaKTH4eCKH

OOCyJKJLeHHhlM

H3MepeHHti.

8TOT

B

OH

pa3.QeJie

MeTOJI.

COOTBeTCTByeT

10,

OK333JIC51

OOOOWeHHhIM

HCKJII04HTeJihHO

none3HhIM npu 11ccne.u:oaaHHH cnoJKHhIX CTPYKTyp. MhI peKOMeH.u:osan11 B KOHUe

(8.28)

pa3.u:ena

10

npHMeHeHHe

B Ka4eCTBe H.U:ep JIHHetiHhIX

H33hIBaeT cpyHKURIO

HMTIYJihCOB

(8.25)-

npeoopa30B3HHti. nenHHCKHti

(8.26) aapo.M Jl,tipllX.lle

H 00p3THYIO cpyHK·

(8.27) - aapo.M o.

(8A.2)

BemecroeHHoro KopHH He JlOJIJKHO 6bITb; no9TOMY B 2 -4AC~O,

HJIH

(8A.3) a 9ro u ecrb Hepaoeucroo Woapua.

fJlABA 9

OCHOBbl

TEPMO~HHAMHKH

t. B

BseJleHHe

npeJlhIJI.Yll~MX

r naBax o6cym.u.ancff Bonpoc o TOM, KaK MaTeMaTH4eCKM onpe)leJIHTb MH¢opMaUHIO " K3K H3,\1epHTb ee KOJIHlleCTBeHHO. OrpaHnlleHHOCTh TaKoro onpeJI,eneHMSI 6hlna noJl· qepKHyTa B nepBo" r naBe; nocne.u.yrowne r naBhI 6hlJIH nocBHWeHbl paaBHTHIO " np11MeHeHHHM o6wnx onpeJleJieHM". oblna o6napymena TecHaSI CBSI3h Me>KJlY TeopHe" HHcpopMaunn H TepM0JlHH3MMKOtt; HHcpOpM3UMH npeJI,CT3BJI51eTCff CBSI3aHHO" c 9HTponnett. 06cymJleHne 9Toro HOBoro acneKTa Teopn.w MhI HatIHeM c KpaTKOfO o6sopa OCHOB TepMO.llHHal\tHKH.

2.

~Ba

eaqaJia

TepMOJlHHaMHKH;

9HTpODHSI

H eer9HTponHJI

A.

CoxpaHeHne 9Heprnn. B. CTpMHUHil Kapuo. no KeJibBHHY 9TOT npHHuMn 03Ha4aer iJe2paiJaqrt10 81tep2Ull.

3HeprHff BhICOKoro KalleCTBa (high grade)- 9TO MeXaHHIJe"' CKaH H 9JieKTpMqecKaSI 9HeprHff. 8HeprHH cpeJlHero KaqecTBa - 9TO XMl\IHlJ:ecKaSI 9HeprHSI. 3HeprMH HM3Koro KaqecTBa - 9To Tenno . 06IIlee KOJIHqecTBO 9HeprHH OCTaeTCSI HeM3MeHHh1M B 33MKHY· Tott H30JIHpOB3HHO" CHCTeMe.. CTpeo6pa30B3HMH HJIH XHl\fMlJ:eCKMe peaKUMM eHyTpM cncTeMhl He HSMeHffIOT KalleCTBa aHeprun npu o6paTMMhlX npeoopa3oBannsix. Heo6paTMMhle npeo6paaoBaH11H noHM· iKaIOT KaqecTBO. KaqecTBO 9HeprHH 1\tomeT 6hITb Toqno onpe.lleneuo qepea ompuqamellbHYIO BHmponu10 ( - S). CornacHo eTopoMy Ha4any 9HTponHst Beer .lla B03pacTaeT, MJIH no KpattHe" Mepe ocraercsi HensMennott, TaK llIO orp11uaTeJibHaSI aHTponHff ocer Aa y6h1Bae-r.

155

2] OnpeneneHne 9HTponnH

Ecnn CHCTeMa nony1:1aer KOJIH4eCTBO Tenna ll.q, TO 3TO COOT• seTCTByeT ysenH4eHHIO 3HTpOnllH CllCTeM~ Ha :lq

AS= T'

(9.1)

l1q= TAS,

T - aocOJIIOTHaH . TeMnepaTypa (no KeJJbBHHy).

B

rpanycax

UenhCHSI

T°K=t 0 c+213,15. HecKOJJbKO THilHl[HblX cny1:1aee nocnyiKaT npnMepaMH. PacCMOTpHM nse conpwKacaIOru.Hecst CHCTeMhI A H B, Morymne ooMe· HHBaThCH paooToti " TennoM. By neM C4HTaTb, l[TO cncTeMa AB naonHposaHa OT csoero oKpyiKeHnH. HeKotopoe npeoopasoeatt11e npHBOJI.HT K cneJI.ylOW.llM ycJJOBHHM: CosepwaeMaSI pa6oTa

(work output)

IloJiy"laeMoe TenJio (heat input)

TipHpaw;emi:e 9HTponHH (entropy input)

A

B

nonHaH 9HeprHH CH CTeMhl AB OCTaeTC5l Hell3MeHHOA. IlpuMep~

ueoopaTHM~X

npeoopa30B3HHA

llomoK menJta OT ropgqero Tena K xononHoMy: Paoora .He coneprnaeTcH: WA= O; W 8 = 0. Ilepe.u.a.HHoe Tenno: qA=-qB, qB>o

AsA+ASB=qB( 06111aB 3HTp0llHB B03pOCJia.

iB - iJ>o.

(9.3)

156

OCHOBM IBPMOAHHAMHKA

[rn. 9

Tpe1tue, Bfl31'oe iJe.MnifJupooa1tue: TA= T n = T- o.n.Hopon·

Hasi TeMnepaTypa. PaooTa cosepwaercsi TenoM A, Teano BMJI.ensieTcH e B:

wA>o, qA=o, WB=O, qB>o, WA-qB=O, qB

ASA+ ASB= T

WA

=T

> o.

(9.4)

0 omaH 9HTpon1u1 sospocna. noJIHaR 9Hepriu1, co11epJKamaS1cS1 e cncreMe, Momer o&ITb onpe11eneHa, ecn11 MM sHaeM noc1poen11e c11creMM na ee cocTaB· HbIX qacyelt (9HeprHSI KOTOpMX npeADOJiaraeTCSI H3BeCTHOt;l) H ecnu Mbl ytITeM coaepwenny10 npn nocTpoeHHH pa6oTy n BMJI.ennB· weecS1 Tenno. IlonHaSI 9Heprnsi U ecrh cpynKunH scex qn1a11tJe· CKHX H XHMHlleCKHX napaMeTpOB, onpe.n.enSIIOIIlHX CHCTeMy. Ecnn c11creMa MOJKeT 6hITb nocTpoeHa nyTeM nocJieJI.OBaTenhHhIX otJpamuMbl.X npeo6pasooa1tuu, TO no1t1taR aHmponuR CHCTeMY onpeAenHeTCSI KaK

s

(9.5) T. e. KaK cyMMa 9HTpOOHfl, CBSl3aHHblX C K81K.ll.hlM oopaTHMMN waroM npeoopaaosaHnsi. HezaHmponllR 1) (N S) npeJI.cTasnHeT 1'attecmoo aneprHH, u .ll.OJI>KHa seer .n.a yoMBaTb. B 3TOM COCTOHT CMblcn KenbBHHOBa npHHUHila OezpaOall;UU 81tep2Ull, H Hey.ll.lfBHTeJibHO, lJTO eaJKHOCTb Her9H'rpon11H oMna npnanaHa onH3KHM JI.pyroM KenhBHHa, KOTOpMt;l nucan 2): «Bec&Ma JKenaTenbHO HMeTb cnoso, Bb1pa)Ka10wee cnocoo· 1tocmb Tenna, aanacenHoro e HeKoTopoM CKJia.n.e, nponasecTn paooTy; repMHH .n.nH B03MOJKHOCTH, yTepsi KOTOpolt H83MBaeTCH pacceJ11tlleM. K co)KaneHnlO, npesocxo.n.Hoe cnoeo aHmpon1in,, KOTopoe KnayaHyc aaen s CBSl3H c 9THM, OhIJIO HM npHMeneHo B 0 T p H u a T e JI b H 0 M CMhICJie no OTHOWeHHIO K IlOHBTHIO, KOTO• poe uaM ecTecTeenuo xoqercsi BMpasntb. Ho MM JIHWh cMy .. THJIH OM y11awerocS1, ecnH 0&1 nonhlrannch BhIJI.yMaTh nosbltt TepMHH AJISI 9Tott uenn. BMecTe c TeM HaJI.OOHOCTh B TaKoro poAa Tep·

=-

1)

CoKpameuHe

JIJU:I

negative entropy- orpnuare.11huott serponHH.

(npu.u. nepeB.) s) P. G. Ta i t, Sketch of Thermodynamics. p. 100. Edmonston

Douglas, Edinburgh, 1868.

3] HBBOSMOiKHOCTL BBqHoro JI.BIDKBHMst; TBnJJOBbIE MAWHHbt 157 MHHe 6y D.eT OlleBHll.H8 M3 npeKpaCHhIX npHMepoB, cne.nyromHx HMiKe». MaonMponaHHaSI cMcTeMa oona.naeT HezaHmponueu, ecnH oHa oouapymMsaeT noaMOiKHOCTh coneprneHMSI MexaHttY:ecKott MJJH 3JJeKTpMY:eCKOtt pa60TbJ: eCJJM CMCTeMa He MMeeT OJI.HOPOJI.HOtt TeMneparyp&I, a COCTOHT H3 pa3JJH4:HbIX llacrett c pa3JJMllHblMM TeMneparypaMM, OHa co.nepiKHT HeKOTOpoe KOJJHqecTBO HerSHTpO· """· HerauTponMst MoiKeT O&ITh Hcnonh3oeaua lf.JISI nonyt1eHMH HeKoTopo" MexaHHY:eCKOtt paOOTbl, conepwaeMOtt CMCTeMott, MJJM oHa MOiKeT OhITh npocro pacceSIHa M norepstHa ncne.ncrnHe renno ... npOBO.llHOCTM. Pa3HOCTh JI.anneHM" n pa3JJHY:H&IX qacrsix cHcreMbI HBJJsiercst .npyrMM cnyt1aeM HerauTponMH. Pa3HOCTb sneKTpHt1ecKHX noTeHuHanon npe.ncTannsieT eme Oll.HH npHMep. Cocy.n co ciKaThIM B03JI.yXOM B KOMHaTe npM aTMOCcpepHOM JI.aBJJeHHH, OTK3ll8HHblA cocy JI. n TaKott iKe KOMHaTe, sapstiKeHHast 6aTapest, nioooe ycTpottCTBo, KOTopoe MOiKeT rtpOH3BOJI.MTb 9HeprMIO BhICOKOro KalleCTBa (MexaHHY:ecKyro paoory) MJJM JI.erpa.nMponaTh B pe3ynhTaTe KaKoronttoo HeoopaTMMOfO npouecca(rennonpOBO.llHOCTb,9JleKTpM4:eCKOe conpOTRBJleHMe, Tpeuue, BSISKOCTL ), ecTb HCTOllHMK HersHTponHH. BaiKHOCTh paccMorpeHHSI OTpHuaTeJJhHott surponnH OhIJJa nO.llllepKHyTa Wpe.nttHrepoM e ero HHTepecHettmett KHMre KEHHE 11 6POYHOBO JlBH>KEHHE

1. Tennosoe neu>KeHue HanOMHHM O.ll,HO ea Ba)KHhIX aaKJHOlleHHtt npe.ll.hl.llymeti r naBbl, a HMeHHO, 11ro npH

HH3KOtl

-

Ekin=

Q3CTOTe,

1 2 H

kT

JlJHI

KaiK,llOtl

npO,llOJJ)KHM

creneHH

QOCYiK.ll.eHHe

ceo60.llbl

HeKOTOpbIX

npaKTHlleCKHX npHJIOiKeHHtl ..

Bpoyttoeo llBHiKeHHe

Ha6JJ10Aa~

MeJIKHe

llaCTHUbI,

norpy»KHbJ .nea paeHoeeposiTHblX co6b1THH - n060 qacrwua 0cnycKae1 csi, JIH6o Her (p11c. I 0.5). TaKHM o6pa3oM, Ha nporH>KeHHH sroro HHT€pBana H3MeHeHHe 9MHCCHH eCTb

A.t

= 6,

(

o AP= {

1

1--

1==++1+ }·

orKyna cne.llyer, 'ITO

A.v=

--~

!l

1•

·2

(10.13)

178

T.BllJIOBOH JlBH'iKBHHB H BPOYHOBO ABH>KBHMH

TaK, ecnH BSHTh

I l I= -21 ,

[rn. 10

TO Mht CBOJUIM 3ana'ly K nocTOSIH-

HOMY HapacTaHHto Nt, Ha Koropoe HanoJKeHo CJJyqattHoe 6ny>KJiaHHe. CpeJIHHtt KBa11par cpJiyKryauHtt no-npemHeMy Bbtpa· maercsi KaK ·-·1

-n/2-4- n,

{10.14)

2 Vn -

rne n BhlpamaeT noJIHoe BpeMSI t = nO. Ha nporsiJKeHHH eroro npoMe)KYTKa BpeMeHH t cpeJIHSISI 9MHCCHS1 paBHa

-

P

= Nt =

l

n6 26

= 2l

n,

oriJiyKryauHH e paccMa-rpHeaeMoM cny11ae paseH nOJIOBHHe cpenttero 4HCJia 9.MHTHponaHHblX 4aCTHl1. BoJiee ea>KttaH 11 6oJiee 6JIH3KaH K neflCTBHTeJibHOCTH cpH3H· 11ecKaS1 sa.na11a nonyqaeTCH npw HHblx npennonoJKeHHSIX, cooTBeTCTsyiomwx no;uioc mb10 cAy'launoa a.Muccu11. MbI BbI6upaeM ottettb MaJihltt epeMeHHOtt wurepeaJI 6 H npennoJiaraeM, ttTo ua npoTSiiKeHHH 9TOf O HHTepeaJia npHpameHHe 9MHCCHH ll.P ecrb

ll.P= {

0 c sepoS1THOCTb10 1 - NB, 1 c sepostTHOCThIO NfJ

< 1.

a

HHTepBaJI H3CTOJibKO Mall, ltTO 9MHCCHH JlByx, Tpex H 6onee ttaCTHU cqu raeTCSI HeBo3MOiKHOtt. CpenHHSI CKopocTb 9MMCCHH eCTb N. Y cnoBHe MoJKeT 6bITh aanttcaHo a c11e11yIOmeM BHJie: n

ll.P=Nv

+{ -N6, 1-

seposiTHOCTb (1 -

NfJ),

NO, sepoSITHOCTb NfJ.

(10.16)

Mbt pa3neJIHJIH s11ecb cpenHee uapacTaHHe NfJ H cpnyKryauMu, npHBOJlHlll.He K 38.[laqe 0 CJiy4attuo~ 6Jiym.naHHH

- NB, nepoHTHOCTh ( 1 - NfJ), Av= { 1 -- NO, BeposirttoCTb NB.

(10.16a)

9ro ecTh cnyqati uepaBHhIX rnaros, u MbI npttMeHSieM coorserCTny10w.y10 opMy11y (10.11). Cpe11H11tt KBanpar AJIHHbl wara

4]

179

SPOYHOBO ~BHlKBHMB

paseH

12 = 6.v 2 = (N0) 2 (1 - NB)+ (1 -NO)'l.NfJ =NB (1 - NO),

l 2 =NB. Ha

9TOro COOTHOllleHIUl H ( 10.11) nonyqaeM cpe.nHHtt KB8.ll • par ¢nyKryauHH ua aceM npoMe*yrKe ~ Ha nporHmeHHH Koroporo cpe.a.HHH 9MHCCHH ecrh Nt:

t = nB

(n -

BeJIHKO),

P==Nt=nNO, v 2 = nl 2 == nNB

=

P.

Cpe.nHHn KBa.llpar ¢RyKryauHH a CRyqae nORHOCTblO CRyqanHott 9MHCCMlf B TOl.IHOCTH paBeH cpe.nHeMy qucny 9MHTHpOB3HHb1X qacTHU.

4. Bpoynouo XBHlKenue BepueMc5l K o6cyllnuueHT BR3Koro TpeuHH une .llBHiKeHHH qactHllhl c Maccott m:

w,

[rn. lO

aanuweis ypaaue-

dv+ w·v,

(10.17)

Fx=mdt

Fx osHa4aer cnyqallHy10 ci.u1y, JJ.ettcray10UJ.y10 C"1Jia Fx JJ.OJI)KHa 6htrb cJiyqatlnon, TaK KaK Ha

r JJ.e

Ha qacrwuy. npoTsnKeHHH Jito6oro npoMeiKyTKa npeMeHH (pa3yMHO Bb16paHHOll MaJIOCTH) 6y JleT npoHCXOJlHTb 04eHb 60JiblllOe 4HCJIO cnyqaffHhlX CTOJIKHO· BeHHll 43CTHUbl c MOJieKy JiaJ1H iKHJlKOCTH. PaccMoTpHM Tenepb apeMeHHoii HHTepaan 't, uacTOJibKO MaJlhlfi, q1061>1 H3MeHeI-IHe CKOpOCTH ~'V ll3CTHUbl ua npOTHiKeHHH 3Toro HHTepaaJia 6hIJIO Ma.no. Torna nonHhlf:t HMTIYJihC CHJibl, JiellCTBYIOIUei1 113 11acri-111y 3a epeM51 't, paBeH

sFx dt. "t

X=

(10.18)

0

=0

CKopoCTb qacTHUbl panna v 0 npM t rpwpoeattHe (10.17) no HHTepBaJiy t

m (v 1 -

v 0)

+

M v1 JJ.aer:

WV 0't

npH t

= 't;

HHTe-

= X.

(10.19)

+ X.

(10.20)

fleperpynnHpOabmasi 4J1eH1>1, uMeeM:

mv1 = v 0 (m -W't) TaK KaK

Fx

nonHOCTbIO cnyqattHa, MO/KHO CllHTaTh:

x= HO Ha)lO ytteCTb, 4TO KnanpaT: s( Vi-'Vo 2 _

Ycpenusist

l

X'A

0,

(10.21)

He paaHo

HYnro. BoaaeAeM ( 10.20) B

-m + m2

sareM

2Wt

(10.22)

W

2 2

n

2

't )

LX -r- m2

+ 2X m

YllHTbIBasi,

Vo (

qTo

l

-

Mhl

Wt) (10.22) m '

nono>KHJIH

X

.

.

4)

181

SPOYHOBO 4BH>KBHHB

paBHbJM HyJUO, H8'1)leM cpe)lHee SH a qet-1He

v:: (10.23)

T,

+

Hawa cncTeMa (4acrnua iKHJJ.KOCTh) HMeeT TeMnepa-rypy H K Heii npHMeHHMhl COOTHOllieHHSI KHHel'H4.eCKOfi reopHH:,

FIMeHHo:

l

-

-2 m·v 2 =

I kT. 2

noaTo~y

(10.24) no.nC'f8BJISISI

(10.24)

B

(10.23)

H paspewaH OTHOCH'feJlbHO X~,

nony 11aeM n.-151 a-roti Be.1JHqHHhl

X2 == 2wtk T. YITaK,

D.anee,

cpen.HH'1

KBan.paT

(10.23)

nepenHChlBaSI

l

--;

2 mvi = Mbl

saMetJaeM,

l

lfTO

2

(10.25)

HMny ..1hca

CHJihI

He patteH ttyJiro.

a BHJJ.e

-:rl mv~-- ( 1 ---;n + X~ 2m ' 2W't )

--

mv~

(2wt/tn)

npe.ncTannHeT

norep10

KH ..

HeTHqecKoti 3HeprHH qaCTHUbl npH ee JJ.BHiKeHHH B B513KOti cpeJI.e, 2 TOf JJ.3 K31{ /2m npe.llCTaBJISiel' KOMileUCHpyIDJ..UyIO aueprHIO, JlOCTaBJISieMylO qacTH:lle CJiyltatiHblMH CTOJIKHOBeHHSIMH c Mone ...

X

KrJlaMH. J.1TaK,

Mbl

Ha6J110)laeM

nepeJiaqy

aHeprHH B JJ.Byx HanpaB·

JteHHSIX: KHHernqecKasi atteprHSI qacTHLlhI -+ JJ.BHiKenne ~oJteKy JI. llBHiKeHHe MOJieKyJI-+ KHHeTHqecKaH 3HeprHSI qaCTHUbl. llanee, Mbl BH.ll.HM, qTO eCJIH BSl3KOe TpenHe eeJIHKO, TO H KOMneHcnpy10mnn nepeHOC 3HeprHH B€JIHK. 60JibUIOe BH3Koe TpeHHe 03H3qae'f KOH

CHJlbHYIO

CBH3b Memn.y qaCTHuen H: OKpyiKaIOllJ,efi ee BH3 ..

iKH.llKOCTblO,

a

CJieJlOBaTeJibHO,

H

MOlll.Hble

CTOJIKHOBeHHH,

H:~ny JJbCaM )(. p aoora CJtyqat1HhlX CHJI npoH380JJ.HTC51 sa cqeT 3HeprHif T€IlJIOBOro JJ.BH·

COOTBeTCTBYIOIUHe

60JibWHM

cnyqatiHbIM

'IKeHHSI (T. e. TellJIOThl) H CHOBa npeepa11~aeTCH 8 TellJIOTY qepes nocpeJI.C'fBO BS13KOrO TpeHHH.

182

TBO.TIOBOE 4BUiKHHHE H SPOYHOBO 4BHiKHHHB

IlJI)I

HaXO)l{,lleHIHI

=

0

= 0,

V0

10

cpe,llHeKBa,llpaTHllHOfO CMemeHHSI llaCTMilbI

Mhl HeCKO.TihKO yrrpoCTHM

f

[rn.

f

a npH

=

paccyiK.lleHHe, npeJJ.£10.TIO)l{HB, l!TO rrpH 't V

=

V1. npeJJ.II0.TIO:il01.\f TaKiKe,

llTO

I10CJie MOMeHTa 't: CH.TI bl, ,lletiC'fBYIOUlHe Ha qac-n1uy' OTCYTCTBy10T; MHalle fOBOpH, MbI BhIJJ.eJIHeM OJI.HO H3 CTO.TIKHOBeHH.ti 11 paccMaTp11BaeM

ero,

a

MHJJ.HBHJJ.yaJihHOe

TaKiKe

K8iKJJ.Oe

co6h!THe.

H3

JJ.pyr11x CTOJIKHOBeHHtl KaK

Tor JI.a nocne 't: JJ.BH1KeH11e aaTyxae-r,

M Mbl MO)l{eM sanHcaTb:

wt

m.

Ho TaK

HaXOJJ.HM~

x,

Pa3pelllaH OTHOCHTeJihHO

( 10.26)

KaK 't: Mano, MhI MOIKeM B3HTh rrpeJJ.e.11h1 JJ.JIH :>KcnoHe1-1-

u11aJihHOtl

cpyHKUHl1

0

M

oo;

£109TOMY 113 (

10.20)

rrp11

Vo= 0

nonyqaeM:

_tnVr_X X----.

w

BeJIH411Ha nyJihca

x

X,

npeJJ.craanSieT

nonylleHHoro

0.TIY)KJJ.aHHH,

TaK

x

KaK

a

(10.27)

w

CMeaI,eHYie qacTHUhI BCJieJJ.CTBHe HM-

M0~1eHT 't. 3To ecTh BHJJ. cny 11atlHoro

== 0

I10TOMy, l!TO

B03BOJJ.SI B KBa4paT H ycpe4HHSI (

10.27),

x == 0.

DO,llCTaHOBKa

IlnSI MaJihlX

(10.25)

oonhrnero

B

HHTepB8JIOB

't:,

(10.28)

-2 w.

(10.28)

JJ.aeT:

x2=

2kT tt.

rrpoMe)l{yTKa

X 2 =F O;

nonyqaeM:

- 2_ x2

X

Ho

(10.29)

w

BpeMeHH

t,

coJJ.ep)l{amero MHoro

KBaJJ.paThI CMeUieH11ti cyMM11py10TCSI KaK

He3aBHCHMhJe BeJIHttHHbI, M Mbl HMee.M:

--

x2===

2kTt

w



(10.30)

9TOT peaynhTaT OhIJI npoBepeH :>Kcnep11MeHTaJibHO rryTeM Ha6JI10JI.eHMSI

saBHCHMOCTl1

qacrwu B cycneH311H.

OT

BpeMeHM

IlOJIO)l{eHH.t;t

KOJIJI011,l.l,aJibllbIX

5]

183

TBfiJIOBOB ABBmBHHB B 9RBKTPBQBCKott UBUH

5. Tennoeoe nsuHKHO npe.ncTaBl1Tb, qro cneKTp npSI· MoyronhHoro HMny Jibca Bh1C0Tof1 F H JtJIHTeJJbHOCTbIO 6 npoCTHpaerc~ npHOJIH3HTeJlbHO OT_ -VM .no VM c DOCTOHHHOD cne1KHO BSHTb

iKenaeM

= FB.

naoJlHTb

( 11. 7)

0Tp11uaTeJibHble 11acTOThI, ro

(1 LS) H yJJ.BOHTb cneKrpaJibHYfO nJIOTHOCTb (KaK B (11.4)):

C' (v) = 2C (v) = 2F0.

( 11.9)

PaccMOTpHM renepb nocne.QOBaTenbHOCTb HMny.nbcoo AJJHTenb· HOCTbIO 6 u co cpeJl.HHM Fi. CpeJl.HHl-1 KBaJl.paT (11.3) paaeH

E2 =F2 =2RkTin saHHMaer 9TOMy

a.n..c.

cor .nac110

(11.10)

npn6nusHrenbHO nonocy 'iaCTOT 0 ~ 'i ~ vM· Do·

e = 4RkT'l.M-

(ll.1'1)

21

189

METOJI. HADKBHCT A

pacnpeJI.eJieHa noqTH paBHOMepHO B I10JIOCe ttaCTOT OT 0 JI.0 vM· Mo)f(HO cJI.enarb nponopuwoHaJibHhIM nepexoJl K Me1-1hrneMy HH· Tepeany qacTOT Av, T. e. K ffHTepeany Me:ao fJ)

Bsensi 11oopo1'HOCTb KoHrypa ro L

0 Q o=R,

(11.24) (11.25)

ff HHeTH4fCKaSI 9Hepr0H

B KOHType npH HeKoropoft qaCTOTe

v

paatta

(11.26) fI011HaR

KHHeTH11ecKaR

cyMMHpoeaHHR no eceM 33MfHHfTCSl HHTerpaJtOM

·- !-En,._=

Ekin=

9nepr0H

MoJKer

4acroraM

or v

OblTh

=0

nony4eHa nyTeM

.n.o

"= oo;

cyMMa

o::>

~ 1

72" kT Q0 ~ l.cyl1._=---

. . . ....

TC

Wo

dw Q:.i( l + _o

UJ _

wt4>

2)1 •

CJ>o KHbie npHMeHeHHH TepMOJll1HBMHKH K HeoopaT111\lblM npoueccaM 3). 1)

H. A. Lorentz, Les theories statistiques en thermodynamique, Teubner, Leipzig, 1916; G. L. de Haas-Lorentz, Die Brownsche Bewegung, Vieweg, Bra unschweig, l 931. :!) H. B. Ca 11 en, Ph. D. thesis MIT, 1948; R. F. G re en e, Ii. B. Callen, Phys. Rev. 83, 1231 (1951); H.B. Callen, T. A. Welton, ibid. 83, 34 (1951); H.B. Callen, R. F. Greene, ibid. 86, 702 (1952). 8 ) L. 0 n sager, Phys. Rev. 37, 405 (1931); 38, 2265 (1931); H. B. G. Casimir, Rev. Mod. Phys. 17, 343 (1945); C. P. .Lte r poor, TepMO.llHHaMHKa Heo6parHMb1.X. npoueccoB, nepeBO.ll c aHrJIHHCKoro, rocrex11a.aa r, 1956.

41

195

OBOBWEHUSI ~OPMYnbl HAAKBUCTA Ilpu

olleHh BhlCOKHX

qacroTax

c1,rryau11S1

HJleTCSL flpe>KJle ecero, uyncuo yqeCTb, neHH caooo,ll,hl

Moryr ttallaTb

11rparb

cymecreeuuo Me ..

4TO MHOrHe HOBhie CTeaaMeTHYIO

po11b.

Tai1npHMHTeJib BKJII04eH nocneJiosareJihHO c couporHB.11eHHeM

R

AKr0e11b1e

11 peaKTHBHOCThIO conpoT11eneH11H

X,

KaK

noKa3aHo

1 1.5.

Ha pwc.

B uen0 ( conpo-r0eneH11e

R,

a -ra10Ke

PHc. 11..'i AKtMBHoe conporus:1eHHe R, pcaKTHBHOCTb )( 11 BblnpHMHteJib AB B nocJie.lloBa reJibHoM coe)lHHeHHH. l.UyM renepHpyercH B conpotHBJICHHH. l1McetCH BbHipHMJICHHaH 9.JJ..C., HO Het BbIOpHMJieHHOfO TOK3. aKTHBHOe conpOTHBJieHHe

BhlnpHMHTeJIH) 6y.u.yT C03JiaBaTb CJJY·

qaf:iHhle 3.JI.C., 06ycnOBJieHH&Ie TennoehlM JIBH)KeH0eM. Bhl11pHM11TeJJh He MO)f(eT BblnpHMHTb cnyqaf:iHble :J •

II

.u..c.,

TOKH, Bbl3BaHHbie 9THMl1

Tai( KaK BhlllpHMJieHHblti TOK

Mor 6h1 npoHsBeCTH pa6oTy eonpeKH BTOpOMY Hall.any TepMOJJ.HHaMHKH. XapaKTep0ct0Ka noKasatta OHa TO

l

0.u.eT MO)f(HO

Ha

p0c.

BhlnpHMHreJIH

11.6;

TaK

KaK

Kpyqe B npaBOti 4acTH, 3aKJIIOll.Hlh, ll.TO

cf>nyI